diff --git a/sagital_image_bnn.ipynb b/sagital_image_bnn.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..8a236448547261999498ff61edcb63fdb2278819
--- /dev/null
+++ b/sagital_image_bnn.ipynb
@@ -0,0 +1,3255 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 218
+    },
+    "colab_type": "code",
+    "id": "6gMl5hXMFD2p",
+    "outputId": "c6bf6f59-e6c0-41e3-b4bd-94b52250bb6d"
+   },
+   "source": [
+    "# !pip install pyro-ppl"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "kSKC5SVaDKtb"
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "import torch.nn as nn\n",
+    "import torch.nn.functional as F\n",
+    "import torch.optim as optim\n",
+    "import torchvision\n",
+    "from torchvision import datasets, transforms\n",
+    "from torch.utils.data import DataLoader"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "9nnWWabPDKtf"
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib import colors\n",
+    "from IPython import display\n",
+    "import os\n",
+    "from PIL import Image, ImageOps\n",
+    "from torch.utils.data.dataset import Dataset\n",
+    "from scipy.misc import imread"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "4JAJEC4GDKtj"
+   },
+   "outputs": [],
+   "source": [
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=512x512 at 0x1B05D2F9D08>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "image = Image.open(\"D:/Lung cancer LNDb project/dataset/slices/sagital_image/1/LNDb-0001_250.png\")\n",
+    "image"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "image = image.resize((28,28))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "image = np.asarray(ImageOps.grayscale(image)).T"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(28, 28)"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "image.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class data_loader(Dataset):\n",
+    "    def __init__(self, root):\n",
+    "        Images, Y = [], []\n",
+    "        folders = os.listdir(root)\n",
+    "        folders = folders[0:]\n",
+    "\n",
+    "        for folder in folders:\n",
+    "            folder_path = os.path.join(root, folder)\n",
+    "            print(folder_path)\n",
+    "            count = 0\n",
+    "            for ims in os.listdir(folder_path):\n",
+    "                if count >= 2930:\n",
+    "                    break\n",
+    "                count += 1\n",
+    "                img_path = os.path.join(folder_path, ims)\n",
+    "                rgbv = Image.open(img_path)\n",
+    "                rgbv = rgbv.resize((28,28))\n",
+    "                gray = ImageOps.grayscale(rgbv)\n",
+    "                Images.append(np.asarray(gray).T)\n",
+    "                Y.append(int(folder))  # Folders are A-J so labels will be 0-9\n",
+    "                data = [(x, y) for x, y in zip(Images, Y)]\n",
+    "                self.data = data\n",
+    "    def __len__(self):\n",
+    "        return len(self.data)\n",
+    "    def __getitem__(self, index):\n",
+    "        img = self.data[index][0]\n",
+    "\n",
+    "    # 8 bit images. Scale between 0, 1\n",
+    "        img = img / 255\n",
+    "\n",
+    "    # Input for Conv2D should be Channels x Height x Width\n",
+    "        img_tensor = transforms.ToTensor()(img).view(1, 28, 28).float()\n",
+    "        label = self.data[index][1]\n",
+    "        return (img_tensor, label)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "D:/Lung cancer LNDb project/dataset/slices/sagital_image/0\n",
+      "D:/Lung cancer LNDb project/dataset/slices/sagital_image/1\n"
+     ]
+    }
+   ],
+   "source": [
+    "train_dataset = data_loader('D:/Lung cancer LNDb project/dataset/slices/sagital_image/')\n",
+    "train_loader = DataLoader(train_dataset, batch_size=128, shuffle=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "D:/Lung cancer LNDb project/dataset/slices/sagital_test\\0\n",
+      "D:/Lung cancer LNDb project/dataset/slices/sagital_test\\1\n"
+     ]
+    }
+   ],
+   "source": [
+    "test_dataset = data_loader(\"D:/Lung cancer LNDb project/dataset/slices/sagital_test\")\n",
+    "test_loader = DataLoader(test_dataset, batch_size=128, shuffle=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "9kYuxPf-DKtl"
+   },
+   "outputs": [],
+   "source": [
+    "class NN(nn.Module):\n",
+    "    \n",
+    "    def __init__(self, input_size, hidden_size, output_size):\n",
+    "        super(NN, self).__init__()\n",
+    "        self.fc1 = nn.Linear(input_size, hidden_size)\n",
+    "        self.out = nn.Linear(hidden_size, output_size)\n",
+    "        \n",
+    "    def forward(self, x):\n",
+    "        output = self.fc1(x)\n",
+    "        output = F.relu(output)\n",
+    "        output = self.out(output)\n",
+    "        return output"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "LRj9L274DKtq"
+   },
+   "outputs": [],
+   "source": [
+    "net = NN(28*28, 1024, 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "iqwMEBW2DKts"
+   },
+   "outputs": [],
+   "source": [
+    "import pyro\n",
+    "from pyro.distributions import Normal, Categorical\n",
+    "from pyro.infer import SVI, Trace_ELBO\n",
+    "from pyro.optim import Adam"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "MhgMX50fDKtv"
+   },
+   "outputs": [],
+   "source": [
+    "log_softmax = nn.LogSoftmax(dim=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "zeP4Kc2EDKtx"
+   },
+   "outputs": [],
+   "source": [
+    "def model(x_data, y_data):\n",
+    "    \n",
+    "    fc1w_prior = Normal(loc=torch.zeros_like(net.fc1.weight), scale=torch.ones_like(net.fc1.weight))\n",
+    "    fc1b_prior = Normal(loc=torch.zeros_like(net.fc1.bias), scale=torch.ones_like(net.fc1.bias))\n",
+    "    \n",
+    "    outw_prior = Normal(loc=torch.zeros_like(net.out.weight), scale=torch.ones_like(net.out.weight))\n",
+    "    outb_prior = Normal(loc=torch.zeros_like(net.out.bias), scale=torch.ones_like(net.out.bias))\n",
+    "    \n",
+    "    priors = {'fc1.weight': fc1w_prior, 'fc1.bias': fc1b_prior,  'out.weight': outw_prior, 'out.bias': outb_prior}\n",
+    "    # lift module parameters to random variables sampled from the priors\n",
+    "    lifted_module = pyro.random_module(\"module\", net, priors)\n",
+    "    # sample a regressor (which also samples w and b)\n",
+    "    lifted_reg_model = lifted_module()\n",
+    "    \n",
+    "    lhat = log_softmax(lifted_reg_model(x_data))\n",
+    "    \n",
+    "    pyro.sample(\"obs\", Categorical(logits=lhat), obs=y_data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "NRcucbteDKtz"
+   },
+   "outputs": [],
+   "source": [
+    "softplus = torch.nn.Softplus()\n",
+    "\n",
+    "def guide(x_data, y_data):\n",
+    "    \n",
+    "    # First layer weight distribution priors\n",
+    "    fc1w_mu = torch.randn_like(net.fc1.weight)\n",
+    "    fc1w_sigma = torch.randn_like(net.fc1.weight)\n",
+    "    fc1w_mu_param = pyro.param(\"fc1w_mu\", fc1w_mu)\n",
+    "    fc1w_sigma_param = softplus(pyro.param(\"fc1w_sigma\", fc1w_sigma))\n",
+    "    fc1w_prior = Normal(loc=fc1w_mu_param, scale=fc1w_sigma_param)\n",
+    "    # First layer bias distribution priors\n",
+    "    fc1b_mu = torch.randn_like(net.fc1.bias)\n",
+    "    fc1b_sigma = torch.randn_like(net.fc1.bias)\n",
+    "    fc1b_mu_param = pyro.param(\"fc1b_mu\", fc1b_mu)\n",
+    "    fc1b_sigma_param = softplus(pyro.param(\"fc1b_sigma\", fc1b_sigma))\n",
+    "    fc1b_prior = Normal(loc=fc1b_mu_param, scale=fc1b_sigma_param)\n",
+    "    # Output layer weight distribution priors\n",
+    "    outw_mu = torch.randn_like(net.out.weight)\n",
+    "    outw_sigma = torch.randn_like(net.out.weight)\n",
+    "    outw_mu_param = pyro.param(\"outw_mu\", outw_mu)\n",
+    "    outw_sigma_param = softplus(pyro.param(\"outw_sigma\", outw_sigma))\n",
+    "    outw_prior = Normal(loc=outw_mu_param, scale=outw_sigma_param).independent(1)\n",
+    "    # Output layer bias distribution priors\n",
+    "    outb_mu = torch.randn_like(net.out.bias)\n",
+    "    outb_sigma = torch.randn_like(net.out.bias)\n",
+    "    outb_mu_param = pyro.param(\"outb_mu\", outb_mu)\n",
+    "    outb_sigma_param = softplus(pyro.param(\"outb_sigma\", outb_sigma))\n",
+    "    outb_prior = Normal(loc=outb_mu_param, scale=outb_sigma_param)\n",
+    "    priors = {'fc1.weight': fc1w_prior, 'fc1.bias': fc1b_prior, 'out.weight': outw_prior, 'out.bias': outb_prior}\n",
+    "    \n",
+    "    lifted_module = pyro.random_module(\"module\", net, priors)\n",
+    "    \n",
+    "    return lifted_module()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "Lvwj_4GZDKt2"
+   },
+   "outputs": [],
+   "source": [
+    "optim = Adam({\"lr\": 0.01})\n",
+    "svi = SVI(model, guide, optim, loss=Trace_ELBO())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 154
+    },
+    "colab_type": "code",
+    "id": "Fj34GEy9DKt5",
+    "outputId": "49f5674b-e5f0-4e49-e2aa-44109c12497c"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\LNS\\Anaconda3\\lib\\site-packages\\pyro\\primitives.py:406: FutureWarning: The `random_module` primitive is deprecated, and will be removed in a future release. Use `pyro.nn.Module` to create Bayesian modules from `torch.nn.Module` instances.\n",
+      "  \"modules from `torch.nn.Module` instances.\", FutureWarning)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch  0  Loss  5514.4980556735\n",
+      "Epoch  1  Loss  4856.593020465919\n",
+      "Epoch  2  Loss  4319.939261838601\n",
+      "Epoch  3  Loss  3795.5293151684587\n",
+      "Epoch  4  Loss  3459.5927254988064\n",
+      "Epoch  5  Loss  3077.8381864773537\n",
+      "Epoch  6  Loss  2719.4408486474495\n",
+      "Epoch  7  Loss  2466.735948833508\n",
+      "Epoch  8  Loss  2227.104704898148\n",
+      "Epoch  9  Loss  2011.2779196484503\n",
+      "Epoch  10  Loss  1850.1777017292106\n",
+      "Epoch  11  Loss  1676.870613223009\n",
+      "Epoch  12  Loss  1512.150866273483\n",
+      "Epoch  13  Loss  1393.1089281416996\n",
+      "Epoch  14  Loss  1271.8595369396762\n",
+      "Epoch  15  Loss  1152.9846077020259\n",
+      "Epoch  16  Loss  1086.3447484816706\n",
+      "Epoch  17  Loss  999.5727444180043\n",
+      "Epoch  18  Loss  902.1116821953461\n",
+      "Epoch  19  Loss  834.963922595164\n",
+      "Epoch  20  Loss  789.9314889338643\n",
+      "Epoch  21  Loss  736.2806215981982\n",
+      "Epoch  22  Loss  703.5833435056153\n",
+      "Epoch  23  Loss  648.5085648696373\n",
+      "Epoch  24  Loss  575.2814001325454\n",
+      "Epoch  25  Loss  550.2642450382685\n",
+      "Epoch  26  Loss  532.7318380658334\n",
+      "Epoch  27  Loss  540.1460497285726\n",
+      "Epoch  28  Loss  473.93981654564675\n",
+      "Epoch  29  Loss  451.6110530146763\n"
+     ]
+    }
+   ],
+   "source": [
+    "num_iterations = 30\n",
+    "loss = 0\n",
+    "list_epoch = []\n",
+    "list_loss = []\n",
+    "for j in range(num_iterations):\n",
+    "    loss = 0\n",
+    "    for batch_id, data in enumerate(train_loader):\n",
+    "        # calculate the loss and take a gradient step\n",
+    "        loss += svi.step(data[0].view(-1,28*28), data[1])\n",
+    "    normalizer_train = len(train_loader.dataset)\n",
+    "    total_epoch_loss_train = loss / normalizer_train\n",
+    "    \n",
+    "    print(\"Epoch \", j, \" Loss \", total_epoch_loss_train)\n",
+    "    list_epoch.append(total_epoch_loss_train)\n",
+    "    list_loss.append(j)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# summarize history for loss\n",
+    "plt.plot(list_loss,list_epoch)\n",
+    "# plt.plot(history.history['val_loss'])\n",
+    "plt.title('Sagital Image model loss')\n",
+    "plt.ylabel('loss')\n",
+    "plt.xlabel('epoch')\n",
+    "plt.legend(['train'], loc='upper left')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "DXonPMG0DKuB"
+   },
+   "outputs": [],
+   "source": [
+    "def imshow(img):\n",
+    "    img = img / 2 + 0.5     # unnormalize\n",
+    "    npimg = img.numpy()\n",
+    "    #plt.imshow(npimg,  cmap='gray')\n",
+    "    #fig.show(figsize=(1,1))\n",
+    "    \n",
+    "    fig, ax = plt.subplots(figsize=(1, 1))\n",
+    "    ax.imshow(npimg,  cmap='gray', interpolation='nearest')\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "4xgqDdSaDKt_"
+   },
+   "outputs": [],
+   "source": [
+    "classes = ('0', '1')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "fv4XtaSCDKuD"
+   },
+   "outputs": [],
+   "source": [
+    "num_samples = 10\n",
+    "def give_uncertainities(x):\n",
+    "    sampled_models = [guide(None, None) for _ in range(num_samples)]\n",
+    "    yhats = [F.log_softmax(model(x.view(-1,28*28)).data, 1).detach().numpy() for model in sampled_models]\n",
+    "    return np.asarray(yhats)\n",
+    "    #mean = torch.mean(torch.stack(yhats), 0)\n",
+    "    #return np.argmax(mean, axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "qi0AQf1QDKuG"
+   },
+   "outputs": [],
+   "source": [
+    "def test_batch(images, labels, plot=True):\n",
+    "    y = give_uncertainities(images)\n",
+    "    predicted_for_images = 0\n",
+    "    correct_predictions=0\n",
+    "\n",
+    "    for i in range(len(labels)):\n",
+    "    \n",
+    "        if(plot):\n",
+    "            print(\"Real: \",labels[i].item())\n",
+    "            fig, axs = plt.subplots(1, 2, sharey=True,figsize=(20,2))\n",
+    "    \n",
+    "        all_digits_prob = []\n",
+    "    \n",
+    "        highted_something = False\n",
+    "    \n",
+    "        for j in range(len(classes)):\n",
+    "        \n",
+    "            highlight=False\n",
+    "        \n",
+    "            histo = []\n",
+    "            histo_exp = []\n",
+    "        \n",
+    "            for z in range(y.shape[0]):\n",
+    "                histo.append(y[z][i][j])\n",
+    "                histo_exp.append(np.exp(y[z][i][j]))\n",
+    "            \n",
+    "            prob = np.percentile(histo_exp, 50) #sampling median probability\n",
+    "        \n",
+    "            if(prob>0.2): #select if network thinks this sample is 20% chance of this being a label\n",
+    "                highlight = True #possibly an answer\n",
+    "        \n",
+    "            all_digits_prob.append(prob)\n",
+    "            \n",
+    "            if(plot):\n",
+    "            \n",
+    "                N, bins, patches = axs[j].hist(histo, bins=8, color = \"lightgray\", lw=0,  weights=np.ones(len(histo)) / len(histo), density=False)\n",
+    "                axs[j].set_title(str(j)+\" (\"+str(round(prob,2))+\")\") \n",
+    "        \n",
+    "            if(highlight):\n",
+    "            \n",
+    "                highted_something = True\n",
+    "                \n",
+    "                if(plot):\n",
+    "\n",
+    "                    # We'll color code by height, but you could use any scalar\n",
+    "                    fracs = N / N.max()\n",
+    "\n",
+    "                    # we need to normalize the data to 0..1 for the full range of the colormap\n",
+    "                    norm = colors.Normalize(fracs.min(), fracs.max())\n",
+    "\n",
+    "                    # Now, we'll loop through our objects and set the color of each accordingly\n",
+    "                    for thisfrac, thispatch in zip(fracs, patches):\n",
+    "                        color = plt.cm.viridis(norm(thisfrac))\n",
+    "                        thispatch.set_facecolor(color)\n",
+    "\n",
+    "    \n",
+    "        if(plot):\n",
+    "            plt.show()\n",
+    "    \n",
+    "        predicted = np.argmax(all_digits_prob)\n",
+    "    \n",
+    "        if(highted_something):\n",
+    "            predicted_for_images+=1\n",
+    "            if(labels[i].item()==predicted):\n",
+    "                if(plot):\n",
+    "                    print(\"Correct\")\n",
+    "                correct_predictions +=1.0\n",
+    "            else:\n",
+    "                if(plot):\n",
+    "                    print(\"Incorrect :()\")\n",
+    "        else:\n",
+    "            if(plot):\n",
+    "                print(\"Undecided.\")\n",
+    "        \n",
+    "        if(plot):\n",
+    "            imshow(images[i].squeeze())\n",
+    "        \n",
+    "    \n",
+    "    if(plot):\n",
+    "        print(\"Summary\")\n",
+    "        print(\"Total images: \",len(labels))\n",
+    "        print(\"Predicted for: \",predicted_for_images)\n",
+    "        print(\"Accuracy when predicted: \",correct_predictions/predicted_for_images)\n",
+    "        \n",
+    "    return len(labels), correct_predictions, predicted_for_images \n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 138
+    },
+    "colab_type": "code",
+    "id": "mIumYp87DKuI",
+    "outputId": "b9f41f53-5535-42ea-94c3-44ab7b11d06d"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Prediction when network can refuse\n",
+      "Total images:  40\n",
+      "Skipped:  0\n",
+      "Accuracy when made predictions: 100 %\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Prediction when network can decide not to predict\n",
+    "\n",
+    "print('Prediction when network can refuse')\n",
+    "correct = 0\n",
+    "total = 0\n",
+    "total_predicted_for = 0\n",
+    "for j, data in enumerate(test_loader):\n",
+    "    images, labels = data\n",
+    "    \n",
+    "    total_minibatch, correct_minibatch, predictions_minibatch = test_batch(images, labels, plot=False)\n",
+    "    total += total_minibatch\n",
+    "    correct += correct_minibatch\n",
+    "    total_predicted_for += predictions_minibatch\n",
+    "\n",
+    "print(\"Total images: \", total)\n",
+    "print(\"Skipped: \", total-total_predicted_for)\n",
+    "print(\"Accuracy when made predictions: %d %%\" % (100 * correct / total_predicted_for))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "3BhqtbRbDKuL"
+   },
+   "outputs": [],
+   "source": [
+    "# preparing for evaluation\n",
+    "\n",
+    "dataiter = iter(test_loader)\n",
+    "images, labels = dataiter.next()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000
+    },
+    "colab_type": "code",
+    "id": "rfI63aVZDKuO",
+    "outputId": "10bace9f-195e-4636-f32e-28f17ff307dd"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIEAAACcCAYAAADoMbuXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAASkElEQVR4nO3df6xkZ3kf8O/DrmwQP4qJlxK83qyjrNMsm/Jr5bpNm9KGYBNVdtMmlUkp0KK4pLUiFaWNKRRSW1ULNEJqazVxFBccNXFpFMgqmDi0gSitarCdGLJrs3RxgrwYggLGwQHsGp7+MWeT8fWde+femevZ3fP5SCOf8553znnvozOz73x9zkx1dwAAAAA4uz1l1QMAAAAAYOcJgQAAAABGQAgEAAAAMAJCIAAAAIAREAIBAAAAjIAQCAAAAGAEhEDAUlXVwaq6cwf2e25VfbKqnrvsfQMAnOmqak9VHa+qpy55v+ZgcBYRAgEbqqrnVNX7qupPquozVfUjmzzl+iT/fur511TVnVX1SFW9e47j/bOq+nxVPVRVN1XVuUnS3Y8kuSnJTy7w5wAAnBG2OodKcm2S/9LdXx+ef+4wl/rjYW71xk2OZw4GI1DdveoxAKexqvqlTALj1yd5UZIPJPkr3X1snb7fmuRYkudPTUD+TpJvJrksydO6+3UbHOuyJDcn+ZtJHkjyviS3d/e1w/a9Se5OcsEwIQEAOCttcQ51bpLPJnlRd58c2v5tkr+a5Iokz0vy4SSv6+5fX+f55mAwEq4EAmaqqqcn+btJ/lV3P9zd/yvJkST/YMZTvj/J75wKgJKku3+lu9+f5ItzHPK1SX6+u49194OZXFX0uql9nUzyYJJLt/P3AACcKbY4h/pLSb58KgAavCbJ9d39YHffm+TnMjWvWsMcDEZCCARs5OIk3+juT021fTzJC2b0/+4kxxc43guG/U8f689X1bdMtd2b5IULHAMA4GzzuDlYVZ2X5Pl54rxq1hzOHAxGQggEbOQZSR5a0/ZQkmfO6P/sJF9Z4vFOLU8f7yvDcQAAmFg7B3vG8N+186pZczhzMBgJIRCwkYeTPGtN27MyO+h5MLMnF9s53qnl6eM9M8mXFzgGAMDZZu0c7OHhv2vnVbPmcOZgMBJCIGAjn0qyu6oOTLW9MJMvf17PJzK5hWy7juXxlxm/MMkfdvf0vfDflcdfrgwAMHaPm4MN3+vzuTxxXjVrDmcOBiMhBAJm6u4/SfIrSa6rqqdX1fckuTLJL8x4yoeSvKSqnnqqoap2D+u7kuyqqqdW1e4Zz785yeur6uBwL/tbkrx7al8XJHlOktsX/NMAAE5rW5xDfSzJs4e50ik3J3lLVZ1XVX8hyY9mal61hjkYjIQQCNjMP0nytCRfSPJLSX5svZ+HT5Lu/sMkv5lJUHTKW5J8Lcm1SV49LL8lSapqX1U9XFX7huf/epJ3ZPITpp8ZHm+b2tePJHmPnyYFAEZg5hxqre5+NJPQ5tVTzW9L8ulM5lO/leSdp34e3hwMxqu6e9VjAM4iVXUwyXuSXNJLfIOpqnMzuQT5e7v7C8vaLwDA2aCq9iT57SQv7u6vLXG/5mBwFhECAQAAAIyA28EAAAAARkAIBAAAADACQiAAAACAERACAQAAAIzA7lUd+Pzzz+/9+/ev6vAAwA676667/qi796x6HDyeORgAnN02moOtLATav39/7rzzzlUdHgDYYVX1mVWPgScyBwOAs9tGczC3gwEAAACMgBAIAAAAYASEQAAAAAAjsLLvBAKA0903P3/xqoew457yvE+teggAADxJXAkEAAAAMAJCIAAAAIAREAIBAAAAjIAQCAAAAGAEhEAAAAAAIyAEAgAAABgBIRAAAADACAiBAAAAAEZACAQAAAAwAkIgAAAAgBGYKwSqqsur6nhVnaiqa2f0+XtVdU9VHauqX1zuMAEAAABYxO7NOlTVriQ3JPn+JCeT3FFVR7r7nqk+B5K8Kcn3dPeDVfXcnRowAAAAAFs3z5VAlyQ50d33dfejSW5JcuWaPj+a5IbufjBJuvsLyx0mAAAAAIuYJwS6IMn9U+snh7ZpFye5uKr+d1XdXlWXL2uAAAAAACxu09vBktQ6bb3Ofg4keVmSvUl+u6oOdfeXH7ejqquTXJ0k+/bt2/JgAQDYOnMwACCZ70qgk0kunFrfm+SBdfr8anf/v+7+/STHMwmFHqe7b+zuw919eM+ePdsdMwAAW2AOBgAk84VAdyQ5UFUXVdU5Sa5KcmRNn/cn+RtJUlXnZ3J72H3LHCgAAAAA27dpCNTdjyW5JsltSe5N8t7uPlZV11XVFUO325J8saruSfLhJP+8u7+4U4MGAAAAYGvm+U6gdPetSW5d0/bWqeVO8sbhAQAAAMBpZp7bwQAAAAA4wwmBAAAAAEZACAQAAAAwAkIgAAAAgBEQAgEAAACMgBAIAAAAYASEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARkAIBAAAADACQiAAAACAERACAQAAAIyAEAgAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAgIgQAAAABGQAgEAAAAMAJCIAAAAIAREAIBAAAAjMBcIVBVXV5Vx6vqRFVdu0G/H6qqrqrDyxsiAAAAAIvaNASqql1JbkjyyiQHk7yqqg6u0++ZSX48yUeXPUgAAAAAFjPPlUCXJDnR3fd196NJbkly5Tr9rk/yjiRfX+L4AAAAAFiCeUKgC5LcP7V+cmj7U1X14iQXdvevLXFsAAAAACzJ7jn61Dpt/acbq56S5F1JXrfpjqquTnJ1kuzbt2++EQIAsBBzMADOFEePHl31EJ4Uhw4dWslx57kS6GSSC6fW9yZ5YGr9mUkOJflIVf1BkkuTHFnvy6G7+8buPtzdh/fs2bP9UQMAMDdzMAAgmS8EuiPJgaq6qKrOSXJVkiOnNnb3Q919fnfv7+79SW5PckV337kjIwYAAABgyzYNgbr7sSTXJLktyb1J3tvdx6rquqq6YqcHCAAAAMDi5vlOoHT3rUluXdP21hl9X7b4sAAAAABYpnluBwMAAADgDCcEAgAAABgBIRAAAADACAiBAAAAAEZACAQAAAAwAkIgAAAAgBEQAgEAAACMgBAIAAAAYASEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARkAIBAAAADACQiAAAACAERACAQAAAIyAEAgAAABgBIRAAAAAACMgBAIAAAAYASEQAAAAwAgIgQAAAABGYK4QqKour6rjVXWiqq5dZ/sbq+qeqvpEVf3Pqvq25Q8VAAAAgO3aNASqql1JbkjyyiQHk7yqqg6u6fa7SQ53919M8stJ3rHsgQIAAACwffNcCXRJkhPdfV93P5rkliRXTnfo7g9391eH1duT7F3uMAEAAABYxDwh0AVJ7p9aPzm0zfL6JB9cZFAAAAAALNfuOfrUOm29bseqVyc5nOSvz9h+dZKrk2Tfvn1zDhEAgEWYg8H6jh49uuohsCSHDh1a9RDgjDDPlUAnk1w4tb43yQNrO1XVy5O8OckV3f3Iejvq7hu7+3B3H96zZ892xgsAwBaZgwEAyXwh0B1JDlTVRVV1TpKrkhyZ7lBVL07ys5kEQF9Y/jABAAAAWMSmIVB3P5bkmiS3Jbk3yXu7+1hVXVdVVwzd3pnkGUn+e1XdXVVHZuwOAAAAgBWY5zuB0t23Jrl1Tdtbp5ZfvuRxAQAAALBE89wOBgAAAMAZTggEAAAAMAJCIAAAAIAREAIBAAAAjIAQCAAAAGAEhEAAAAAAIyAEAgAAABgBIRAAAADACAiBAAAAAEZACAQAAAAwArtXPYCdcNlL37bqITwpbrvrX696CCzJWM7ZMfC6BMbs6NGjqx4CS3Lo0KFVDwGAHeBKIAAAAIAREAIBAAAAjIAQCAAAAGAEhEAAAAAAIyAEAgAAABgBIRAAAADACAiBAAAAAEZACAQAAAAwAkIgAAAAgBEQAgEAAACMwFwhUFVdXlXHq+pEVV27zvZzq+q/Dds/WlX7lz1QAAAAALZv0xCoqnYluSHJK5McTPKqqjq4ptvrkzzY3d+R5F1J3r7sgQIAAACwffNcCXRJkhPdfV93P5rkliRXrulzZZL3DMu/nOT7qqqWN0wAAAAAFjFPCHRBkvun1k8Obev26e7HkjyU5FuWMUAAAAAAFrd7jj7rXdHT2+iTqro6ydXD6sNVdXyO44/J+Un+aN7OVdft4FDOeFuqJRtSyy3Y5HWplsujlktTO1nLb9uh/bJF5mBL471ncWq4ODVcnBouTg0Xt5I52Dwh0MkkF06t703ywIw+J6tqd5I/l+RLa3fU3TcmuXGOY45SVd3Z3YdXPY6zgVouj1ouj1ouj1ouj1qOgznYcni9LE4NF6eGi1PDxanh4lZVw3luB7sjyYGquqiqzklyVZIja/ocSfLaYfmHkvxmdz/hSiAAAAAAVmPTK4G6+7GquibJbUl2Jbmpu4/V5J6HO7v7SJKfT/ILVXUikyuArtrJQQMAAACwNfPcDpbuvjXJrWva3jq1/PUkP7zcoY2Sy7SXRy2XRy2XRy2XRy2XRy1hfl4vi1PDxanh4tRwcWq4uJXUsNy1BQAAAHD2m+c7gQAAAAA4wwmBVqCq3llVn6yqT1TV+6rq2UP7/qr6WlXdPTx+Zuo5L62q36uqE1X1H6qqVvcXnF5m1XPY9qahZser6rKp9suHthNVde1qRn76qaofrqpjVfXNqjo81e7c3KJZtRy2OS+3qap+qqo+O3Uu/sDUtnXrymzOOVjfdt5rvJ7WV1U/UVVdVecP6zXMF04Mc7eXTPV9bVX93+Hx2tl7HYequn6o0d1V9RtV9fyhXQ3n5HPC4sxpd8ZKa9TdHk/yI8krkuwelt+e5O3D8v4kR2c852NJ/nKSSvLBJK9c9d9xujw2qOfBJB9Pcm6Si5J8OpMvN981LH97knOGPgdX/XecDo8k35XkO5N8JMnhqXbn5vJq6bxcrK4/leQn1mlft66rHu/p/HDOeXjMfmz1vcbraWYdL8zkx2U+k+T8oe0HhvlCJbk0yUeH9uckuW/473nD8nmr/htWXL9nTS3/eJKfUcMt19DnhMVraE67/JqutEauBFqB7v6N7n5sWL09yd6N+lfVt2byj8D/6clZc3OSv73DwzxjbFDPK5Pc0t2PdPfvJzmR5JLhcaK77+vuR5PcMvQdve6+t7uPz9vfuTnbBrV0Xu6MWXVlNuccbJ338K15V5J/kWT6S0ivTHJzT9ye5NnDfOKyJB/q7i9194NJPpTk8id9xKeR7v7jqdWn58/qqIZz8jlhcea0O2KlNRICrd4/yiTJP+WiqvrdqvqtqvprQ9sFSU5O9Tk5tPFE0/W8IMn9U9tO1W1WOxtzbi6H83Jx1wyXdd9UVecNbeq3dWoGG9vKe43X0xpVdUWSz3b3x9dsUsMtqKp/U1X3J/n7SU79OrMabo/PCculhtu30hrN9RPxbF1V/Y8kz1tn05u7+1eHPm9O8liS/zps+1ySfd39xap6aZL3V9ULMrnUc61R/azbNus5q27rhZ+jqec8tVyHc3Md26yl83ITG9U1yX9Ocn0mtbk+yU9nMqkb9bm4TWrGqC35vWaU7+Gb1PBfZnIrzhOetk5bb9B+VttsLtHdb07y5qp6U5Jrkrwtavg4Picszpz2SbfS16oQaId098s32j58UdvfSvJ9w2006e5HkjwyLN9VVZ9OcnEmyeD0LWN7kzywE+M+XW2nnpnU7cKpbtN1m9V+1tusljOe49xcx3ZqGeflpuata1X9XJJfG1Y3qivrUzNGbQfea0b3eppVw6r67ky+I+TjNfm9iL1JfqeqLsnsGp5M8rI17R9Z+qBPM1uYS/xikg9kEgKp4RSfExZnTvukW+kczO1gK1BVlyf5ySRXdPdXp9r3VNWuYfnbkxxIcl93fy7JV6rq0pr8S/qaJLMS2dGZVc8kR5JcVVXnVtVFmdTzY0nuSHKgqi6qqnOSXDX0ZQbn5lI5LxcwfOfBKT+Y5OiwPKuuzOacgxm28V7j9TSlu3+vu5/b3fu7e38mH3he0t2fz6Qur6mJS5M8NMwnbkvyiqo6b7j97hVD22hV1YGp1SuSfHJYVsM5+Zywo9Rw+1ZaI1cCrcZ/yuRb1D80/N+R27v7DUm+N8l1VfVYkm8keUN3f2l4zo8leXeSp2VyL+sH1+50xNatZ3cfq6r3Jrknk8s//2l3fyNJquqaTP5R3JXkpu4+tpqhn16q6geT/Mcke5J8oKru7u7L4tzcslm1dF4u7B1V9aJMLpn9gyT/OEk2qivr6+7HnHMw05bfa7ye5nZrJr9udSLJV5P8wyTp7i9V1fWZfDhKkuum5hpj9e+q6juTfDOTX1h7w9CuhvPzOWFB5rTLt+o5WP3ZFXEAAAAAnK3cDgYAAAAwAkIgAAAAgBEQAgEAAACMgBAIAAAAYASEQAAAAAAjIAQCAAAAGAEhEAAAAMAICIEAAAAARuD/A6WgsGRWO2nNAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIEAAACcCAYAAADoMbuXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAV8UlEQVR4nO3de5BkV30f8O8PrSWlQEBAC8Z6sFJZSrHIdghbwimKCphHJMqWHBuIZMBymbJiU0r+gKQiClBRIlUx2JSTVGRArmAewQiZAF7bouQH4DiOAa3MS4u8sMgQLSK8URAvReGXP/ou6h1mdnpmenam534+Vbf23nPPvX3O6dM9v/31vd3V3QEAAABgZ3vAVjcAAAAAgM0nCQQAAAAwApJAAAAAACMgCQQAAAAwApJAAAAAACMgCQQAAAAwApJAwFxV1d6qOrAJ531kVd1eVafM+9wAAIuuqnZX1aGqOnUTzv2hqnrsvM8LnHiSQMBxVdXDqupdVfXNqvpsVf3CKoe8Mslvruf4mnhVVX1lWF5dVZUk3f2FJO9LcuU8+gUAsJ1V1VVVdaCqvltVb5zhkKuT/G53f2c4/jlV9T+r6ltV9f4ZHu8Xhljtm1X17qp62NTu30xy7Xr6AWwvkkDAaq5Lcm+SRyZ5bpLXrvRJUFU9KslTkrx7PcdnkuD52SQ/keTHk/x0kn8xtf+tS7YBAHaqu5L8uyRvWK3icKX0FUn+61TxV5P8hyS/PsPxj03y+iTPzyRm+1aS356qsj/JU4ZYD1hgkkDAiqrqgUl+PsnLu/ue7v4fmQQBz1/hkKcn+ZupT6DWevwVSV7T3Ue6+3NJXpPkl6b2fzDJuVX16A12DQBgW+vud3b3u5N8ZYbqT0jy9e4+MnX8n3X3jZkkk1bz3CR/2N3/vbvvSfLyJD9XVacN5/pOkluTPGOt/QC2F0kg4HjOT/L/uvuTU2UfTbLSlTw/luTQBo5/7LB/2brdfV+Sw5lcKQQAwMTSGGytjonBuvvTmVzJff5UndsjBoOFJwkEHM+Dkty9pOzuJKetUP+hSb6xgeOX1r87yYOOfi/Q4BvD4wAAMLE0BlurWWI2MRjsAJJAwPHck+TBS8oenJWDjK/l2GBhrccvrf/gJPd0d0+VnZbk68dpMwDA2CyNwdZqlphNDAY7gCQQcDyfTLKrqs6bKvuJJAdXqP+xHHvZ8FqPP5hjLzM+pm5V7Uryozn2ljEAgLFbGoOt1TExWFWdm+SUTGK5ox4TMRgsPEkgYEXd/c0k70xybVU9sKqemOTSJG9Z4ZA/TfKPqurUdR7/5iQvqqozqupHkrw4yRun9l+Y5DPd/dkNdg0AYFurql1DTHVSkpOq6tThA7HlfCjJQ6vqjKnjTxqO35XkAcPxP7TC8W9N8jNV9aThhz2uTfLO7v7GcK5Tkjw+k1gPWGCSQMBqXpjk7yX5YpK3Jfm17l72Sp7u/kKS92aS6Fn1+CHQuGeq7uuT/GGSjye5LckfD2VHPTfJ6+bQJwCA7e5lSb6d5OokzxvWX7Zcxe6+N5MPzp43Vfz84ZjXJnnSsP47R3dW1T1V9aTh+INJfjWTZNAXM7n164VT57okyfu7e5ZfGgO2sTr2qzYANqaq9iZ5U5ILe45vMFX1iCR/keRxR3+CHgCAiaraneQvM4mVvj3nc38wyQu6+7Z5nhc48SSBAAAAAEbA7WAAAAAAIyAJBAAAADACkkAAAAAAIyAJBAAAADACu7bqgU8//fTes2fPVj08ALDJbr311i939+6tbgfHEoMBwM52vBhsy5JAe/bsyYEDB7bq4QGATVZVn93qNvCDxGAAsLMdLwZzOxgAAADACEgCAQAAAIyAJBAAAADACGzZdwIBAAAATPve/z5/q5twQjzghz+5NY+7JY8KAAAAwAklCQQAAAAwApJAAAAAACMgCQQAAAAwApJAAAAAACMgCQQAAAAwApJAAAAAACMwUxKoqi6qqkNVdbiqrl5m/9lV9b6q+nBVfayqnjn/pgIAAACwXqsmgarqpCTXJbk4yd4kl1fV3iXVXpbkxu5+XJLLkvz2vBsKAAAAwPrNciXQhUkOd/cd3X1vkhuSXLqkTid58LD+kCR3za+JAAAAAGzUrhnqnJHkzqntI0mesKTOK5L8SVX9yyQPTPK0ubQOAAAAgLmY5UqgWqasl2xfnuSN3X1mkmcmeUtV/cC5q+rKqjpQVQe+9KUvrb21AACsmRgMAEhmSwIdSXLW1PaZ+cHbvV6Q5MYk6e6/TnJqktOXnqi7r+/ufd29b/fu3etrMQAAayIGAwCS2ZJAtyQ5r6rOqaqTM/ni5/1L6vyvJE9Nkqp6TCZJIB8zAQAAAGwTqyaBuvu+JFcluTnJ7Zn8CtjBqrq2qi4Zqr04ya9U1UeTvC3JL3X30lvGAAAAANgis3wxdLr7piQ3LSm7Zmr9E0meON+mAQAAADAvs9wOBgAAAMCCkwQCAAAAGAFJIAAAAIARkAQCAAAAGAFJIAAAAIARkAQCAAAAGAFJIAAAAIARkAQCAAAAGAFJIAAAAIARkAQCAAAAGAFJIAAAAIARkAQCAAAAGAFJIAAAAIARkAQCAAAAGIGZkkBVdVFVHaqqw1V19Qp1nlNVn6iqg1X1e/NtJgAAAAAbsWu1ClV1UpLrkjw9yZEkt1TV/u7+xFSd85K8JMkTu/trVfWIzWowAAAAAGs3y5VAFyY53N13dPe9SW5IcumSOr+S5Lru/lqSdPcX59tMAAAAADZiliTQGUnunNo+MpRNOz/J+VX1V1X1gaq6aF4NBAAAAGDjVr0dLEktU9bLnOe8JE9OcmaSv6yqC7r768ecqOrKJFcmydlnn73mxgIAsHZiMAAgme1KoCNJzpraPjPJXcvU+YPu/r/d/XdJDmWSFDpGd1/f3fu6e9/u3bvX22YAANZADAYAJLMlgW5Jcl5VnVNVJye5LMn+JXXeneQpSVJVp2dye9gd82woAAAAAOu3ahKou+9LclWSm5PcnuTG7j5YVddW1SVDtZuTfKWqPpHkfUn+TXd/ZbMaDQAAAMDazPKdQOnum5LctKTsmqn1TvKiYQEAAABgm5nldjAAAAAAFpwkEAAAAMAISAIBAAAAjIAkEAAAAMAISAIBAAAAjIAkEAAAAMAISAIBAAAAjIAkEAAAAMAISAIBAAAAjIAkEAAAAMAISAIBAAAAjIAkEAAAAMAISAIBAAAAjIAkEAAAAMAIzJQEqqqLqupQVR2uqquPU+9ZVdVVtW9+TQQAAABgo1ZNAlXVSUmuS3Jxkr1JLq+qvcvUOy3Jv0rywXk3EgAAAICNmeVKoAuTHO7uO7r73iQ3JLl0mXqvTPLqJN+ZY/sAAAAAmINZkkBnJLlzavvIUPZ9VfW4JGd19x/NsW0AAAAAzMksSaBapqy/v7PqAUl+K8mLVz1R1ZVVdaCqDnzpS1+avZUAAKybGAwASGZLAh1JctbU9plJ7praPi3JBUneX1WfSfKTSfYv9+XQ3X19d+/r7n27d+9ef6sBAJiZGAwASGZLAt2S5LyqOqeqTk5yWZL9R3d2993dfXp37+nuPUk+kOSS7j6wKS0GAAAAYM1WTQJ1931Jrkpyc5Lbk9zY3Qer6tqqumSzGwgAAADAxu2apVJ335TkpiVl16xQ98kbbxYAAAAA8zTL7WAAAAAALDhJIAAAAIARkAQCAAAAGAFJIAAAAIARkAQCAAAAGAFJIAAAAIARkAQCAAAAGAFJIAAAAIARkAQCAAAAGAFJIAAAAIARkAQCAAAAGAFJIAAAAIARkAQCAAAAGAFJIAAAAIARmCkJVFUXVdWhqjpcVVcvs/9FVfWJqvpYVf15VT16/k0FAAAAYL1WTQJV1UlJrktycZK9SS6vqr1Lqn04yb7u/vEk70jy6nk3FAAAAID1m+VKoAuTHO7uO7r73iQ3JLl0ukJ3v6+7vzVsfiDJmfNtJgAAAAAbMUsS6Iwkd05tHxnKVvKCJO/ZSKMAAAAAmK9dM9SpZcp62YpVz0uyL8k/WWH/lUmuTJKzzz57xiau3W233bZp595OLrjggq1uAnNizu4cnsudZQzP51iey7E7UTEYALC9zXIl0JEkZ01tn5nkrqWVquppSV6a5JLu/u5yJ+ru67t7X3fv271793raCwDAGonBAIBktiTQLUnOq6pzqurkJJcl2T9doaoel+T1mSSAvjj/ZgIAAACwEasmgbr7viRXJbk5ye1Jbuzug1V1bVVdMlT7jSQPSvL7VfWRqtq/wukAAAAA2AKzfCdQuvumJDctKbtmav1pc24XAAAAAHM0y+1gAAAAACw4SSAAAACAEZAEAgAAABgBSSAAAACAEZAEAgAAABgBSSAAAACAEZjpJ+LZnm677batbsKmu+CCC7a6CczRGOYswJhd/JiXbHUTToj33P7vt7oJALAurgQCAAAAGAFJIAAAAIARkAQCAAAAGAFJIAAAAIARkAQCAAAAGAFJIAAAAIARkAQCAAAAGIGZkkBVdVFVHaqqw1V19TL7T6mqtw/7P1hVe+bdUAAAAADWb9UkUFWdlOS6JBcn2Zvk8qrau6TaC5J8rbt/NMlvJXnVvBsKAAAAwPrNciXQhUkOd/cd3X1vkhuSXLqkzqVJ3jSsvyPJU6uq5tdMAAAAADZiliTQGUnunNo+MpQtW6e770tyd5KHz6OBAAAAAGzcrhnqLHdFT6+jTqrqyiRXDpv3VNWhGR5/Fqcn+fKczrXojMWEcbifsZgwDhPG4X7GYmIzx+HRm3Re1mgTY7B5W4jXZdWvb9apF6L/m2TMfU/G3f8x9z0Zd//H3PcktSUx2CxJoCNJzpraPjPJXSvUOVJVu5I8JMlXl56ou69Pcv0Mj7kmVXWgu/fN+7yLyFhMGIf7GYsJ4zBhHO5nLCaMwzhsVgw2b2Ofj2Pu/5j7noy7/2PuezLu/o+578nW9X+W28FuSXJeVZ1TVScnuSzJ/iV19ie5Ylh/VpL3dvcPXAkEAAAAwNZY9Uqg7r6vqq5KcnOSk5K8obsPVtW1SQ509/4k/yXJW6rqcCZXAF22mY0GAAAAYG1muR0s3X1TkpuWlF0ztf6dJM+eb9PWZNtf3nwCGYsJ43A/YzFhHCaMw/2MxYRxYDsZ+3wcc//H3Pdk3P0fc9+Tcfd/zH1Ptqj/5a4tAAAAgJ1vlu8EAgAAAGDBLUQSqKqeXVUHq+p7VbVvqvy5VfWRqeV7VfUPh33vr6pDU/seMZSfUlVvr6rDVfXBqtqzNb1au+OMw56q+vZUX183te/xVfXxob//qapqKH9YVf1pVX1q+Pfvb0Wf1uM44/D0qrp16O+tVfVTU/t23HxIVh6LYd9Lhn4dqqp/OlV+0VB2uKqunio/ZxiDTw1jcvKJ7Mu8DG0/+jx/pqo+MpSv+XWy6KrqFVX1uak+P3Nq35rmxyKrqt+oqr+tqo9V1buq6qFD+ejmxFI78flmccwzvls084zpFtE8Y7lFM8/YbdGtJ2bbSdYTp+0U64nNdpotfV1397ZfkjwmyT9I8v4k+1ao82NJ7pjaXrZukhcmed2wflmSt291/zY6Dkn2JLlthWM+lOQfJ6kk70ly8VD+6iRXD+tXJ3nVVvdvDuPwuCQ/MqxfkORzO3k+rDIWe5N8NMkpSc5J8ulMvtj9pGH93CQnD3X2DsfcmOSyYf11SX5tq/s3h/F5TZJrhvU1v04WfUnyiiT/epnyNc+PRV6SPCPJrmH9VUff78Y4J5b0cUc+35bFWVb6G7akzkzx3aItx/n7PYr3peP0f82x3KIt84zddtIya8y2k5a1xmlb3d45933NsdlOWrb6db0QVwJ19+3dfWiVapcnedsMp7s0yZuG9XckeeqifJIy4zh8X1U9KsmDu/uvezLb3pzkZ4fd0+PwpqnybW+lcejuD3f3XcPmwSSnVtUpq5xuYedDctw5cWmSG7r7u939d0kOJ7lwWA539x3dfW+SG5JcOvT5pzIZg2TB5sRyhj49J6u8L6zyOtmp1jQ/trCdc9Hdf9Ld9w2bH0hy5vHqj2hO7Mjnm8Ux5/huocw5pls4c47lFsq8YrcT1+LNN2vMNiIrzYUdY62x2Q60pa/rhUgCzeif5wffOH53uIzs5VP/sT8jyZ1JMky8u5M8/MQ1c9OcU1Ufrqq/qKonDWVnJDkyVefIUJYkj+zuzyfJ8O9CXlJ7HD+f5MPd/d2psjHNh+/3a3D0uV+p/OFJvj71Zjw9VxbVk5J8obs/NVW21tfJTnDVcKntG+r+2z7XOj92kl/O5BP0o8Y4J44aw/PN4ps1vttJxvy+NG3WWG6nGPPf5lljtp1oLXHaTjVLbLbTbOlzPNNPxJ8IVfVnSX54mV0v7e4/WOXYJyT5VnffNlX83O7+XFWdluS/JXl+Jp+aLPcHY9v8RNo6x+HzSc7u7q9U1eOTvLuqHptt3tfj2eB8eGwmlxU+Y6p4IedDsu6xWKlfyyV++zj1t6UZx2Tpp8c77nWSHH8skrw2ySsz6c8rM7nU+pez9vmx7c0yJ6rqpUnuS/LWYd+OnBNrMJZ+soVOYHy37Yw9pjuBsdy2c4Jit4Uwz5itu//PJjd37uYcpy2UecZmi/jcr2JLn+NtkwTq7qdt4PDLsuRTou7+3PDvN6rq9zK55OrNmWTZzkpypKp2JXlIkq9u4LHnaj3jMHxC8t1h/daq+nSS8zPp6/SldWcmOXqJ7Req6lHd/fnhEuMvbqzl87Xe+VBVZyZ5V5Jf7O5PT51vIedDsu6xONqvo6af++XKv5zkoVW1a7gaaLr+trPamAzP5c8lefzUMet5nWx7s86PqvqdJH80bK51fmx7M8yJK5L8dJKnDrdS7Ng5sQbHmwcwFycwvtt2TmBMty2dwFhu2zlBsdtCmHPMdmATm7opNiFOWxhzjs0W7rlfxZY+xwt/O1hVPSDJszO5j+5o2a6qOn1Y/6FMJtfRT5H2J7liWH9WkvcenXSLqqp2V9VJw/q5Sc7L5EsUP5/kG1X1k8Mls7+Y5GjGfXocrpgqX1g1+Vb5P07yku7+q6nyUc2Hwf4kl9Xk18/OyWROfCjJLUnOq8kvgZ2cSYC9f+jz+zIZg2Tx58TTkvxtd3//0vl1vk4W2pDgPeqf5dh5P/P8OJFt3gxVdVGSf5vkku7+1lT56ObEEjvy+WZnWEd8tyOM/X1pnbHcTjGqv81TZo7Ztqh9m2YdcdqOsdbYbGtauam29nXd2+DbsVdbMnlRHMkkK/iFJDdP7Xtykg8sqf/AJLcm+VgmXyr3HzN8o3qSU5P8fiZfsPWhJOdudf82Og6Z3DN9MJNvFf+bJD8zdcy+TN5QPp3kPyepofzhSf48yaeGfx+21f2bwzi8LMk3k3xkannETp0PxxuLYd9Lh+f9UKZ+QSTJM5N8ctj30qnyc4cxODyMySlb3b8NjMsbk/zqkrI1v04WfUnyliQfH+b+/iSPWu/8WORlmNN3Tr0vHP1FwNHNiWXGZsc935bFWVb5G/bkrCG+W7TlOLHMKN6XjtP/Ncdyi7asMu9H87d5qm9ritl20rKeOG2nLOuJzXbaspWv66MJAQAAAAB2sIW/HQwAAACA1UkCAQAAAIyAJBAAAADACEgCAQAAAIyAJBAAAADACEgCAQAAAIyAJBAAAADACEgCAQAAAIzA/we4l7oqL71XyQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAFkAAABYCAYAAACeV1sKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAIaklEQVR4nO2cXWhcWxXHfyvpR/rdlNpaampKm7T1odyCXAuWIIgo9uHqw714hYsFbYUaUfChFx+Kjz6o4JPQ4gUFQQWF9s2Hi6V9khsvl+p1Ypva0CZtYw0tTb+byfJhZk1m1pw9c5JJ9yTN/kGYOWd/nJM1/73O2uvsc0RVSbxcOtp9AsuBZOQIJCNHIBk5AsnIEUhGjkBLRhaRr4jIv0VkRETeXaiTetWQ+cbJItIJXAG+BIwBHwBvq+q/Fu70Xg1WtND2dWBEVf8DICK/B94AgkYWkXn9ojt37gRg/fr182neEuPj4wA8fPiwYT1VlVBZK0beCdys2h4DPucricgJ4EQLx2FwcBCAI0eOAJBn9IlI7rqN2p0+fRqACxcuzKmfmj5bcBdvAl9W1e+Ut98BXlfV7zdok+tg58+fB2Dz5s15zwXINmiozO9vVm/16tUAnDx5EoChoaGaeo2U3MqFbwzoqdr+FHCrhf5eWVpR8gpKF74vAuOULnzfVNWPG7RpeLCLFy82OybQXJUAe/fuBaCjo1ZHnZ2dABQKhYbHCrFq1SoADh48CMDatWvt2Avvk1V1WkQGgb8AncB7jQy8nJm3kud1MKfkLVu2AHDu3Dkg7B9t27D9e/bsyaxvaq1mZmamYZ+m+CtXrmT2aZiSi8Vi5fP48eMMDw+/FJ+cyEkrIdy8OXr0KACnTp0C6tUSUrT5Wc/KlStrtq9du1b5borz6rb9/f39Nfv9McbGxgB4+vQpAM+fP685t/7+/krkESIpOQJt8cmhKMIr98CBAwC8ePECmPWb5hd9pGDqrC6r3pe137at7127dtXUN19ujIyMALBmzZpKP8eOHaNQKCSf3E6i+uR9+/Zx9uzZYLmPGryCTXX3798HYMOGDTX1s7BowaiOCrKYnJwEYGpqCoDe3t6acvPZ5vc7OjqaTt2TkiMQPboQkbpf3hS6e/duoF65tm3+0RScB8vg3blzB2gebdgosXJT9rZt22rOoa+vD4CrV682PYek5Ai0JU72UYQp2BOKEAyv8Gqszd27dzP7sDZ+1HjMN3d3d9fUN7q6uur21Z1nw9LEgtAWJTebwZmqbJZlM7qQP83i5s2bNccKtbWctSnWIhp/zJBae3t7K3F7iKTkCERXsqpWrtQerx6fk/Bk+WLDx8OmYP9p0YOPZKzdxo0bgdm42Oc6isViipMXA23xyRbnhnK7IZ8bim091Vk43yY0i/T1re9Hjx4B9bNKK280moyk5AgsijjZVOWv7M3Io/hQti00m/SjI6T4PAqu9JG7ZmLetDVO9r7YRxV54+KsERDy177c8semWIsmvE+2WNjujIT+hyzakiAKnZh3E3672RA1Y1fX9ZMIH4J1dXUBs8Z78uQJACtW1JrGyo08xjWSu4hAWyYjhp+ymvrMPeS9uFh68t69e5X2Ngps2hxa8mXuwLuk6elpALZv3w7AxMREZr1mySFISo5CWy9881FFNTYSqhVsmH+2abOp3WNJfRs1NgLWrVsHzCrY9vvR1dnZ2dQ/JyVHoC1KbuZz7UruU4g+VBsdHQ323+w2k3H9+vXMeob5cp/U8hOpRiQlR6AtSrbb9JZ08aqz2NWU66fAtt+rMitODiWAfD3DJic3btwAZpP5ofTsxMREJRIJkZQcgaZKFpEe4LfAJ4EZ4Iyq/lJEtgB/AHqBUeAtVb2Xo7+KP7NbRKaeUILdJ+Dt5qiV24I/e3imWCzW+Upra4u2nz17BtRP4U3BzabyFlFMTk4uiJKngR+p6gHgMPA9EfkM8C7wvqr2Ae+XtxMZNFWyqt4Gbpe/T4lIgdKTT28AXyhX+w1wATiVo7/Kd59ANzVZdOHzCqZ8384UbH3PzMxU1G11Le41H9ssCWXtN23a1PD/WfDoQkR6gUPA34Dt5R/AfojMK4OInBCRIREZCk0IXnVyRxcish74E/BDVX2QNwulqmeAM+U+dGBgoLJ01pRnS51s6ZNd8e3z1q3ah6q8ekyV1Qr3MbXlKHyE4keRYT7bbpX52002E8xDLiWLyEpKBv6dqv65vHtCRHaUy3cA/8191GVGnuhCgF8DBVX9RVXReeBbwE/Ln+fyHnRgYACgTtEWP9uiF1OPLV+18tAszlTZ3d1dyWf4UeFzEKG+7BGyBw8e1NS3c338+DEA+/fvr1w7QuRxF58H3gH+ISIflff9mJJx/ygi3wZuAG/m6GtZ0tZHzIzQ4w1bt24F6nPBpkZT0OXLl2vKG+UuTO3Wh/nenp7Sw7WWLzGf7e1jEU56xGyRsSiUbHhF+wjGog9TkZVnxareB/tHIHy5v4dn2Ejw1wObOR46dAh4eQ+wJ3KyqJTsuXTpEhB+eNI/gpZ1mz70sLvHFD08PJzZznz14cOHM9snJbeZRa1kj1d2Rv+Vch+72oLyZo9I+NFiMX0zkpLbzJJScoi5vk4ni7yKDZGU3GZiK/ku8Aj4X7SDLjxbqT//T6vqJ0INohoZQESGVPWzUQ+6gMzn/JO7iEAycgTaYeQzbTjmQjLn84/uk5cjyV1EIBk5AtGMvBRfaC0iPSLyVxEpiMjHIvKD8v6fiMi4iHxU/vtqw35i+OSl+kLr8l34Har6oYhsAP4OfA14C3ioqj/L008sJVdeaK2qzwF7ofWiRlVvq+qH5e9TgK2emhOxjJz1Qus5n2w7caunAAZF5LKIvCci3Y3axjJyVoZqycSOfvUU8CtgD/AapXWCP2/UPpaRl+wLrbNWT6nqhKoWVXUGOEvJHQaJZeQPgD4R2S0iq4BvUFqBtKgJrZ6y5Wllvg78s1E/UR5nWMIvtA6tnnpbRF6j5PJGge826iRNqyOQZnwRSEaOQDJyBJKRI5CMHIFk5AgkI0fg//kvQC+gt+XaAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIEAAACcCAYAAADoMbuXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAWXklEQVR4nO3df5BlZX3n8feHmQBbCCoyGJ0BZ6gMWw6TZIlT6JZFrUYkYCUz+aHuEFSyWplNLJI/dLd2KJS1YLc2mljZpEJUUmv8sSoSV8kYx0ITIZvNhh9DQJwBR5qJhgEXEJEFUdhZv/vHPc2e7ukf93bf7tt9z/tVdavPec5zzn3Ot59z79Pffs69qSokSZIkSZI03o4ZdQMkSZIkSZK09EwCSZIkSZIkdYBJIEmSJEmSpA4wCSRJkiRJktQBJoEkSZIkSZI6wCSQJEmSJElSB5gEkjRUSbYk2bcEx31hknuSHDfsY0uSJK12SdYlOZjk+CU49q1Jzhr2cSUtP5NAkuaU5OQkn0vy/STfSvKr8+xyFfB7C9k/Pe9N8mjzeF+SAFTVQ8CNwK5hnJckSdJKluTSJPuSPJ3kI33sshv406r6YbP/G5P8zyRPJbmpj+f71Was9v0k1yc5ubX594ArF3IeklYWk0CS5nM18AzwQuBi4AOz/ScoyYuAVwPXL2R/egmeXwR+Gvgp4OeBf93a/olp65IkSePqQeA/AB+er2IzU/oS4L+2ir8L/Gfgd/rY/yzgQ8Cb6Y3ZngL+uFVlD/DqZqwnaRUzCSRpVklOAH4FeHdVPVlV/4PeIODNs+zyWuDvW/+BGnT/S4D3V9XhqnoAeD/wa63ttwBnJHnJIk9NkiRpRauqz1bV9cCjfVR/OfC9qjrc2v8vq+o6esmk+VwMfL6q/ntVPQm8G/jlJCc2x/ohcDtw/qDnIWllMQkkaS5nAv+3qr7RKvsqMNtMnp8EDi5i/7Oa7TPWraojwAS9mUKSJEnqmT4GG9SUMVhV3UdvJveZrTr34BhMWvVMAkmay3OAx6eVPQ6cOEv95wFPLGL/6fUfB54z+blAjSea55EkSVLP9DHYoPoZszkGk8aASSBJc3kSOGla2UnMPsh4jKmDhUH3n17/JODJqqpW2YnA9+ZosyRJUtdMH4MNqp8xm2MwaQyYBJI0l28Aa5NsbpX9NHBglvp3MXXa8KD7H2DqNOMpdZOsBX6CqbeMSZIkdd30MdigpozBkpwBHEdvLDfppTgGk1Y9k0CSZlVV3wc+C1yZ5IQkrwR2AB+fZZcvAz+T5PgF7v8x4B1J1id5MfBO4COt7ecA36yqby3y1CRJkla0JGubMdUaYE2S45t/iM3kVuB5Sda39l/T7L8WOKbZ/8dm2f8TwC8kObf5Yo8rgc9W1RPNsY4DXkZvrCdpFTMJJGk+bwf+CfAw8CngN6tqxpk8VfUQ8BV6iZ55928GGk+26n4I+DzwNWA/8IWmbNLFwAeHcE6SJEkr3buAHwC7gTc1y++aqWJVPUPvH2dvahW/udnnA8C5zfKfTG5M8mSSc5v9DwC/QS8Z9DC9W7/e3jrWduCmqurnm8YkrWCZ+lEbkrQ4SbYAHwXOqSG+wCQ5Ffhr4OzJr6CXJElST5J1wN/QGyv9YMjHvgV4W1XtH+ZxJS0/k0CSJEmSJEkd4O1gkiRJkiRJHWASSJIkSZIkqQNMAkmSJEmSJHWASSBJkiRJkqQOWDuqJz7llFNq48aNo3p6SZK0xG6//fbvVNW6UbdDUzkGkyRpvM01BhtZEmjjxo3s27dvVE8vSZKWWJJvjboNOppjMEmSxttcYzBvB5MkSZIkSeoAk0CSJEmSJEkdYBJIkiRJkiSpA0b2mUCSJEmSJEltP/pfZ466CcvimB//xmiedyTPKkmSJEmSpGVlEkiSJEmSJKkDTAJJkiRJkiR1gEkgSZIkSZKkDjAJJEmSJEmS1AEmgSRJkiRJkjrAJJAkSZIkSVIH9JUESnJBkoNJJpLsnmH76UluTHJHkruSvG74TZUkSZIkSdJCzZsESrIGuBq4ENgCXJRky7Rq7wKuq6qzgZ3AHw+7oZIkSZIkSVq4fmYCnQNMVNWhqnoGuBbYMa1OASc1y88FHhxeEyVJkiRJkrRYa/uosx64v7V+GHj5tDrvAb6U5LeAE4DzhtI6SZIkSZIkDUU/M4EyQ1lNW78I+EhVbQBeB3w8yVHHTrIryb4k+x555JHBWytJkqSBOQaTJEnQXxLoMHBaa30DR9/u9TbgOoCq+jvgeOCU6QeqqmuqaltVbVu3bt3CWixJkqSBOAaTJEnQXxLoNmBzkk1JjqX3wc97ptX5R+A1AEleSi8J5L+ZJEmSJEmSVoh5k0BVdQS4FLgBuIfet4AdSHJlku1NtXcCv57kq8CngF+rqum3jEmSJEmSJGlE+vlgaKpqL7B3WtkVreW7gVcOt2mSJEmSJEkaln5uB5MkSZIkSdIqZxJIkiRJkiSpA0wCSZIkSZIkdYBJIEmSJEmSpA4wCSRJkiRJktQBJoEkSZIkSZI6wCSQJEmSJElSB5gEkiRJkiRJ6gCTQJIkSZIkSR1gEkiSJEmSJKkDTAJJkiRJkiR1gEkgSZIkSZKkDjAJJEmSJEmS1AEmgSRJkiRJkjqgryRQkguSHEwykWT3LHXemOTuJAeSfHK4zZQkSZIkSdJirJ2vQpI1wNXAa4HDwG1J9lTV3a06m4HLgFdW1WNJTl2qBkuSJEmSJGlw/cwEOgeYqKpDVfUMcC2wY1qdXweurqrHAKrq4eE2U5IkSZIkSYvRTxJoPXB/a/1wU9Z2JnBmkr9NcnOSC4bVQEmSJEmSJC3evLeDAZmhrGY4zmbgVcAG4G+SbK2q7005ULIL2AVw+umnD9xYSZIkDc4xmCRJgv5mAh0GTmutbwAenKHOn1fV/6mqfwAO0ksKTVFV11TVtqratm7duoW2WZIkSQNwDCZJkqC/JNBtwOYkm5IcC+wE9kyrcz3waoAkp9C7PezQMBsqSZIkSZKkhZs3CVRVR4BLgRuAe4DrqupAkiuTbG+q3QA8muRu4Ebg31bVo0vVaEmSJEmSJA2mn88Eoqr2AnunlV3RWi7gHc1DkiRJkiRJK0w/t4NJkiRJkiRplTMJJEmSJEmS1AEmgSRJkiRJkjrAJJAkSZIkSVIHmASSJEmSJEnqAJNAkiRJkiRJHWASSJIkSZIkqQNMAkmSJEmSJHWASSBJkiRJkqQOMAkkSZIkSZLUASaBJEmSJEmSOsAkkCRJkiRJUgeYBJIkSZIkSeoAk0CSJEmSJEkd0FcSKMkFSQ4mmUiye456r09SSbYNr4mSJEmSJElarHmTQEnWAFcDFwJbgIuSbJmh3onAbwO3DLuRkiRJkiRJWpx+ZgKdA0xU1aGqega4FtgxQ72rgPcBPxxi+yRJkiRJkjQE/SSB1gP3t9YPN2XPSnI2cFpV/cUQ2yZJkiRJkqQh6ScJlBnK6tmNyTHA7wPvnPdAya4k+5Lse+SRR/pvpSRJkhbMMZgkSYL+kkCHgdNa6xuAB1vrJwJbgZuSfBN4BbBnpg+HrqprqmpbVW1bt27dwlstSZKkvjkGkyRJ0F8S6DZgc5JNSY4FdgJ7JjdW1eNVdUpVbayqjcDNwPaq2rckLZYkSZIkSdLA5k0CVdUR4FLgBuAe4LqqOpDkyiTbl7qBkiRJkiRJWry1/VSqqr3A3mllV8xS91WLb5YkSZIkSZKGqZ/bwSRJkiRJkrTKmQSSJEmSJEnqAJNAkiRJkiRJHWASSJIkSZIkqQNMAkmSJEmSJHWASSBJkiRJkqQO6Osr4leb/fv3j7oJy2Lr1q2jboKkaXz9kSRJkrRSORNIkiRJkiSpA0wCSZIkSZIkdYBJIEmSJEmSpA4wCSRJkiRJktQBJoEkSZIkSZI6wCSQJEmSJElSB5gEkiRJkiRJ6oC+kkBJLkhyMMlEkt0zbH9HkruT3JXkr5K8ZPhNlSRJkiRJ0kLNmwRKsga4GrgQ2AJclGTLtGp3ANuq6qeAzwDvG3ZDJUmSJEmStHD9zAQ6B5ioqkNV9QxwLbCjXaGqbqyqp5rVm4ENw22mJEmSJEmSFqOfJNB64P7W+uGmbDZvA764mEZJkiRJkiRpuNb2USczlNWMFZM3AduAfzHL9l3ALoDTTz+9zyZKkjQa+/fvH3UTltzWrVtH3QQtA8dgkiQJ+psJdBg4rbW+AXhweqUk5wGXA9ur6umZDlRV11TVtqratm7duoW0V5IkSQNyDCZJkqC/JNBtwOYkm5IcC+wE9rQrJDkb+BC9BNDDw2+mJEmSJEmSFmPeJFBVHQEuBW4A7gGuq6oDSa5Msr2p9rvAc4A/S3Jnkj2zHE6SJEmSJEkj0M9nAlFVe4G908quaC2fN+R2SZIkSZIkaYj6uR1MkiRJkiRJq5xJIEmSJEmSpA4wCSRJkiRJktQBJoEkSZIkSZI6wCSQJEmSJElSB5gEkiRJkiRJ6oC+viJeGpX9+/ePugkaoq1bt466CZKkJXThSy8bdROWxRfv+U+jboIkSQviTCBJkiRJkqQOMAkkSZIkSZLUASaBJEmSJEmSOsAkkCRJkiRJUgeYBJIkSZIkSeoAk0CSJEmSJEkdYBJIkiRJkiSpA/pKAiW5IMnBJBNJds+w/bgkn26235Jk47AbKkmSJEmSpIWbNwmUZA1wNXAhsAW4KMmWadXeBjxWVT8B/D7w3mE3VJIkSZIkSQvXz0ygc4CJqjpUVc8A1wI7ptXZAXy0Wf4M8JokGV4zJUmSJEmStBj9JIHWA/e31g83ZTPWqaojwOPAC4bRQEmSJEmSJC3e2j7qzDSjpxZQhyS7gF3N6pNJDs6w3ynAd/poV1cYj6MZk6mMx1TG42jGZCrjMdVSxuMlS3RcDajPMdhSGMvrLfmdpTr0WMZrCRmvwRivwRmzwRivgWQkY7B+kkCHgdNa6xuAB2epczjJWuC5wHenH6iqrgGumevJkuyrqm19tKsTjMfRjMlUxmMq43E0YzKV8ZjKeHRDP2OwpWD/GozxGozxGozxGpwxG4zxGsyo4tXP7WC3AZuTbEpyLLAT2DOtzh7gkmb59cBXquqomUCSJEmSJEkajXlnAlXVkSSXAjcAa4APV9WBJFcC+6pqD/BfgI8nmaA3A2jnUjZakiRJkiRJg+nndjCqai+wd1rZFa3lHwJvGFKbln2q8gpnPI5mTKYyHlMZj6MZk6mMx1TGQ0vJ/jUY4zUY4zUY4zU4YzYY4zWYkcQr3rUlSZIkSZI0/vr5TCBJkiRJkiStcsuaBEryhiQHkvwoybZW+cVJ7mw9fpTknzXbbkpysLXt1Kb8uCSfTjKR5JYkG5fzXIZljphsTPKD1nl/sLXtZUm+1pz7HyZJU35yki8nubf5+fxRnNNizBGP1ya5vTnv25P8bGvb2PaR2eLRbLusObeDSX6uVX5BUzaRZHerfFMTh3ubuBy7nOeyFJrzmPy9fzPJnU35wNfPOEjyniQPtM77da1tA/WXcZDkd5N8PcldST6X5HlNeSf7x0zG+fev5ZXkquZauzPJl5K8uClPcy1NNNt/prXPJc170r1JLpn96OPH16fBzRazZlvn3uPmM9sY0j42s2GOubtmIeNPjbj/VNWyPYCXAv8UuAnYNkudnwQOtdZnrAu8Hfhgs7wT+PRynstSxwTYCOyfZZ9bgX8OBPgicGFT/j5gd7O8G3jvqM9viPE4G3hxs7wVeKALfWSOeGwBvgocB2wC7qP3we1rmuUzgGObOluafa4DdjbLHwR+c9TnN+RYvR+4olke+PoZhwfwHuDfzFA+cH8ZhwdwPrC2WX7v5GtiV/vHDOc61r9/H8v7AE5qLf926/33dc21FOAVwC1N+cnAoebn85vl54/6PJYxXr4+DS9mnXyP6yNeQ/sbowuPOeJl/5o/dgONP0fd3pXwGHX/WdaZQFV1T1UdnKfaRcCn+jjcDuCjzfJngNesxmx1nzF5VpIX0Rto/V31etDHgF9sNrdj8tFW+aoxWzyq6o6qerBZPQAcn+S4eQ636vvIHP1jB3BtVT1dVf8ATADnNI+JqjpUVc8A1wI7mvP+WXpxgFXaP2bTnN8bmee1Y57rZ5wN1F9G2M6hqqovVdWRZvVmYMNc9TvYP8b696/lVVX/u7V6AjD5oZM7gI9Vz83A85pr7eeAL1fVd6vqMeDLwAXL2ugR8vVpcHPErJPvcfMZ8t8YY29YY+7la/GqMFvsNOL+sxI/E+hfcvQfcn/aTC17d+uP+PXA/dD7GnvgceAFy9fMZbEpyR1J/jrJuU3ZeuBwq87hpgzghVX1bYDm56nL19Rl9SvAHVX1dKusa33k2XNrTPaD2cpfAHyvNXhq95txcC7wUFXd2yob9PoZF5c2U+U/nP9/S+ig/WUcvZXefzUndbV/tHXp969lkOQ/JrkfuBiY/BZZX3/m5+vT4Noxs48Nzj7WP/tXfwYZf2rEsenrK+IHkeQvgR+fYdPlVfXn8+z7cuCpqtrfKr64qh5IciLw34A308tMzzSjY0V+1dkCY/Jt4PSqejTJy4Drk5zFKjrv2Syyj5xFbwrw+a3iVd1HFhiP2c5tpsRuzVF/xeszPtNnEHby+gE+AFxF75yuoneL3FsZvL+sGv30jySXA0eATzTbxrZ/DKhr56tFmu96q6rLgcuTXAZcCvx7Zu9nY9//fH0a3AJjNrbvcfPxb4zBLNOYeywNefypEcdm6EmgqjpvEbvvZNosoKp6oPn5RJJP0ps69TF62bLTgMNJ1gLPBb67iOdeMguJSTPL5elm+fYk9wFn0jvv9pThDcDkbVIPJXlRVX27mdL58OJavjQW2keSbAA+B7ylqu5rHW9V95EFxmPy3Ca1+8FM5d+hNwV/bTMbqF1/RZsvPs3v9peBl7X2Wcj1syr021+S/AnwF83qoP1l1eijf1wC/DzwmmZ6+1j3jwHN1S+kowzwfvVJ4Av0kkCz9bPDwKumld+06EauIL4+DW4hMWOM3+Pms4x/Y4yFZRpzj6UlGH923Uhjs2JuB0tyDPAGevfDTZatTXJKs/xj9F70J2cJ7QEmv0ni9cBXWm8Gq16SdUnWNMtnAJvpfWD2t4Enkryiue3pLcBk5rodk0ta5ateet8A8QXgsqr621Z5V/vIHmBnet+Atole/7gVuA3YnN43gR1LL7G6pznvG+nFAcarf5wHfL2qnp3CvMDrZ9Vrkr+Tfomp10Lf/WU527yUklwA/Dtge1U91SrvZP+YwVj//rW8kmxurW4Hvt4s7wHekp5XAI8319oNwPlJnt/cOnB+U9YJvj4NbraY0dH3uIWyjw3M/jWPBYw/Ner+U8v7Kdi/RC/r9TTwEHBDa9urgJun1T8BuB24i96HAf8BzSeKA8cDf0bvA6ZuBc5YznNZ6pjQ+9ybA/Q+KfzvgV9o7bON3sV1H/BHQJryFwB/Bdzb/Dx51Oc3xHi8C/g+cGfrceq495F5rpnLmz5wkNa3N9D7JpZvNNsub5Wf0cRhoonLcaM+vyHF6CPAb0wrG/j6GYcH8HHga831sAd40UL7yzg8mr5+f+s1Y/LbijrZP2aJ0dj+/n0s74Pe7dj7m9efzwPrm/IAVzd97GtM/dadtzbX6QTwr0Z9DsscL1+fhhSzZlvn3uP6iNfQ/sbowmO2eNm/+ordwONPH6PtP5PJA0mSJEmSJI2xFXM7mCRJkiRJkpaOSSBJkiRJkqQOMAkkSZIkSZLUASaBJEmSJEmSOsAkkCRJkiRJUgeYBJIkSZIkSeoAk0CSJEmSJEkdYBJIkiRJkiSpA/4fbTCIUQvzQ58AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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qEuCSMX7nopLsqqptk9jWWteXWPsSJ/Qn1r7ECf2JtS9xQn9i7UucfTfJMRh43HS5Lxruh/3cF/u5L/ZzXzTcD/tNa1+MczvYNcAJSY5LcghwFrBjoM4O4Jx2+oXAX1fVg64EkiRJkiRJ0nQseiVQVd2X5DzgCmAD8N6q2pPkQmBXVe0A/hD4YJJ9NFcAnbWajZYkSZIkSdLSjHM7GFW1E9g5UHZBZ/pHwIsm27RFTeyS5nWgL7H2JU7oT6x9iRP6E2tf4oT+xNqXODVZHjf7uS8a7of93Bf7uS/2c1803A/7TWVfxLu2JEmSJEmSZt84zwSSJEmSJEnSOrdmk0BJXpRkT5L7k2wbWPakJJ9vl38lyWFt+dPa+X1J/nuStOWPTPKpJF9rfz5iGjENs1Cc7fJjk9yd5LWdstOT7G3jPL9TflySq9s4/7R9kPeaMSrWJM9Lcm3bd9cmeU5n2Uz1aZLXtbHsTfILnfJ12addSX4myVVJvpxkV5KT2/K0fbcvyfVJntpZ55w2tq8lOWf01teWJL/V9teeJBd1ypfUv+tFktcmqSRHtfMz1adJ3pbk79pYPp7kyM6ymezTebMSh1bPAuful7Sf9/Ov+5P8TLvsyva4ml/26OlFMDkL7IstSX7YiffdnWVDxzHr3QL7YqExXa+Oi3bZTJ9DRmnHrPP9/PUkX27LR75XZlWSNyX5Zifm53eWDT0+ZtWo8VYfjwuY8udAVa3JF/B44J8BVwLbOuUbgeuBJ7fzjwI2tNNfAP45EOATwBlt+UXA+e30+cBbpx3fYnF2lv8Z8BHgte38BuAm4HjgEOA6YGu77DLgrHb63cCrph3fmH36FOCn2umTgG92ls1MnwJb2/46FDiu7ccN67lPB+L+ZKd/ng9c2Zn+RNuHzwCubssfCdzc/nxEO/2IaccxRpzPBj4NHNrOP3q5/bseXsAxNF8M8A3gqBnt09OAje30W+c/T2a1Tztxz0Qcvlb3NeqcNlDnicDNnfmRddfza4Hz+xZg94h1ho5j1vtrgX2x0Jiub8fFTJ9DlrB/3gFc0E6PfK/M6gt4E+3fcQPlQ4+Pabd3lffFqPFWH4+LqX4OrNkrgarqxqraO2TRacD1VXVdW++OqvrHJI8Fjqiqz1ezZz8AvKBdZzvw/nb6/Z3yqVsgTpK8gOaPqD2d4pOBfVV1c1XdC1wKbG//s/Qc4KNtvTUVJ4yOtaq+VFW3trN7gMOSHDqDfboduLSqflxVfw/so+nPddunAwo4op1+ODDfp9uBD1TjKuDItm9/AfhUVX23qr4HfAo4/WA3ehleBbylqn4MUFW3teVL6t8ptHu53gn8Nk3/zpupPq2qT1bVfe3sVcDmdnpW+3TerMShVbTQOKXjbODDB6M90zTmvnjAIuOYdW2pY7qD27qDa1LjvoPX4oOnHcu+mB58PizDqONjZi0w3uqjqX4OrNkk0AJOBCrJFUm+mOS32/KjgblOvbm2DOAxVfUtgPbnmr/8NMlDgf8I/M7AoqOBWzrz83E+Cvh+543VjX89+RXgS+0f2DPVp4zuu1np038HvC3JLcDbgde15UuNe607ETglzW16n0vys235rMVJkjNp/ot73cCimYu14xU0/62H2Y4TZicOTd+/5MF/5P1Re1n/G2flFqhFHJfkS+154ZS2bKFxTB90x3Tz+nRczPo5ZBynAN+uqq91yoa9V2bdee0tUO/N/kdY9Ok4GKY73oL+HRdT7f+xviJ+tST5NPCTQxa9vqr+fMRqG4GfA34WuAf4TJJrgf87pO6a+OqzZcb5O8A7q+rugXPksBNmLVB+UC0z1vl1n0BzaeBp80VDqq3nPh0Vz7Bk7Jrp066F4gaeC/z7qvqzJC8G/hA4lTV+zA6zSJwbaW51egbN59BlSY5n6f27JiwS639i//vxgNWGlK3bPp1/zyZ5PXAf8KH51YbUX/N9ugRrtr90cK3w3P104J6q2t0pfklVfTPJ4TS3tb+M5iqYNW+Z++JbwLFVdUeSpwGXt2Oadf0em/CYDvp3XMz0OWTMfTJ4leDQ90pVDfs7bt1YZCz1LuDNNH38Zprb417BOv98GGWZ462ZPC4WMdX+n2oSqKpOXcZqc8Dnquo7AEl2Ak8F/pgDLynbzP7bUb6d5LFV9a320tzbOIiWGefTgRemeejskcD9SX4EXEvzjI5583F+h+aWjI3tlSPd+A+aZcZKks3Ax4GXV9VNbfEcs9WncwzvO0aUr4k+7Voo7iQfAP5tO/sR4H+006PingOeNVB+5YSauiKLxPkq4GPtpf1fSHI/cBRL7981YVSsSZ5Ic4/6dW0iejPwxTQP/J6pPoXmgdbALwLPbfsW1mmfLsFC8alHlnvubp3FwFVAVfXN9uddSf6E5rL3dfHH/nL2RXuly/wtwtcmuYnmqtGFxjFr3oTHdL07Lpjxc8gY59WNwC8DT+usM+q9smsVm7rqxj0+kvwB8Jft7Eyeg5cz3prV42IRU+3/9Xg72BXAk5L80/bD5eeBG9pbgu5K8oz28tKXA/NZ6B3A/LfUnNMpX7Oq6pSq2lJVW4DfBf5LVf0ecA1wQppvjTqEZvC1o30TfRZ4YbuJdREnQJonw/8V8Lqq+tv58lnrU5o2n9U+7+g44ASaB0bOSp/eSvN+hOZZRvOX/u4AXp7GM4A72769AjgtySPaS2NPa8vWustp4iPJiTQPc/sOS+zfqbR8CarqK1X16M7n0Bzw1Kr6B2asT5OcTnP77ZlVdU9n0Uz16RCzEoemJMlDgBfRPMtgvmxj9n+T4E/QDPZ3D9/CbEiyKcmGdvp4ms+KmxcZx8ykUWO6Ph4XzP45ZDGnAn9XVQ/cEjnqvTKl9h0U7T+r5/0L9h/3o46PmTVqvNXH44Jpfw7UGng69rAXzZtkjiYr+G3gis6yl9I8bG43cFGnfFtbdhPwe0Da8kcBn6H5o/QzwCOnHd84cXbqvInOU+Vpvpnnq22cr++UH0/z4bGP5kqMQ6cd3zixAm8AfgB8ufOa/8almepTmstCbwL20vmGkPXapwNx/xzNlWrXAVcDT2vLA1zcxvYVDvzmjFe0se0D/tW0YxgzzkNorjzcDXwReM5y+3c9vYCvs//bwWatT/fR3Jc9//nz7j706SzF4Wv1Xouc054FXDVQ/6HtueB6mrHaf2NGvvFm1L6gefbNnvb890XglzrrDB3HrPfXAvti6Jiuj8dFu2ymzyGL7Jf3Ab8xUDbyvTKrL+CD7Vjpepo/8h+72PExq69R460+Hhdt3FP7HJj/g1qSJEmSJEkzbD3eDiZJkiRJkqQlMgkkSZIkSZLUAyaBJEmSJEmSesAkkCRJkiRJUg+YBJIkSZIkSeoBk0CSJEmSJEk9YBJIkiRJkiSpB0wCSZIkSZIk9cD/B/u1qxcAvKWFAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAFkAAABYCAYAAACeV1sKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAIHUlEQVR4nO2cXWgc1xXHf2fX315/SNh1bce2/CFbNgYnuNjFfSmUQslLk4eGJJCnQvLQQAOFEPKUx0DSQiBQcKkggUBSSKB960NongQhdTCtY7m2XMsfsla2msqtjSVb3pOH3bMze3dnd3ZXujuy7g/E7szOvXPn6D/nnnvn3BFVJbC45HrdgOVAMLIHgpE9EIzsgWBkDwQje6ArI4vIz0TkXyIyJiJvLFSjHjek0zhZRPLAReCnwA3gK+AFVT2/cM17PFjRRdkTwJiq/htARD4Gfg4kGllEFnTkMzQ01HHZCxcuLGBLQFUl6bdujLwTuB7bvgGcdA8SkZeBl7s4TyLDw8Mdlz116tQCtqQ53Ri50X+uTqmqeho4DZ0reWRkpOnv+XwegEePHlX3rVq1CoAHDx60VediGL+bju8GsCu2/QRws7vmPJ500/GtoNzx/QSYoNzxvaiq3zQp09bJWinYOHDgABApOZfLVdVdKpUAcK/z6tWrAMzPz9fst3InT9Z5vqYsik9W1XkReRX4K5AHhpsZeDnTsZI7OlkLJadV7uHDhwGYnZ0FYOXKlS3LPHz4sOZY2zauXLkCwPr16wHYuXMnABcvXgRa++pmSg4jPg9kQslJChYpiyOXK2thYGCg4f47d+4AMD09XVfHkSNHACgUCgAUi8Wa311lm6LtHK59khQdlNxjuomTFx3zj9u2bQOinv/y5cup6xgdHQXqFbl//36gNrYGOHToEBD54uPHjwNw5syZttoeJyjZAz31ya2iib179wKR32yl4Lh/TYoiDLsrdu/eDURKN2WPj4/XHOcq3vXNwSf3mJ4oOUnBphqLIlwf7Pb4NpozLNoQkeoxVsbFve6jR48CcP/+/ZpyY2NjQL2SDVN0UHKPyVR0cfDgQSCaObMe3hTtKtiUu3HjRgDu3bsHQF9fH7du3QJgx44dQBQfm0Ldu8AUayM9a4Mp2D6tLe0QlOwBr0YeGhpq6I9FBBFhdna2Oh8R32+USiVKpRK5XK6qYoCZmRlmZmaqv09PT1ePKRaLFIvFal2qWuOP8/k8+Xyeubk55ubm6vYXCgUKhUJ122VkZKTlE5qgZA9kwie7Pf3q1auB2mgBkmNW279iRfly4nPE9t2OWbNmDUBVtXaO/v5+oN7f25yHjTrbGW0aQckeyISSjbifBdi0aRMAd+/eBSIF22jOfX5nqo37bFf1roJNuRahGHb39PX1Ad093Q5K9kCmlGzqMYWaku3T/GnS6MvmGywCgWgmz0Zy5v/Nx7p3iz3lNtx4uhOCkj3QUyW7cxGmPps5s22LGlwFu+UtgojPvO3Zs6fmGFOqfZqC161bB0R+3fX/3dBTI9uFmxFd47qTO0mTPUZ82vLmzZs15zAXtHnz5oZlzejxzjNOUkeahuAuPJCJjs9VTav9hjudaduXLl2qHmPfXVdkg4+kiZ+kyf5OCEr2QCaU7A5lzT/aZJFtu8pN6vjy+Xzd4yT7bWpqCoimPu3c9qDAOjq3w+smlAtK9kAmlGw9uqmlVRSRpOj4HWE+1RScdJfY/mvXrgFRqoCbQNMNQckeyISSXdx0VqOVwu0RkojUPbJy75Z4mi3A2rVrG7bB4utjx44BcPbs2TaupExQsgdaKllEdgEfAt8HSsBpVX1PRPqBT4ABYBx4TlX/21EjKiM+dwmCqcy23R7f/O7ExARQm/BtdW7duhUoP6KKl4ldHxD5aHcIb9HI9evX6ZQ0Sp4HfqOqh4EfAr8SkSPAG8DnqjoIfF7ZDjSg7eQWEfkz8H7l78eqOiki24EvVPVQi7INk1vcpQdJyS1JPb0dZ4qPj97M19pUZ6wtQH2awb59+2q2bfrUfYxlpEluaavjE5EB4CngS2Cbqk5WTjApIt9LKLNoS8yWCqmNLCIF4FPgNVX9X6ue3kizxMz8n/nDWFkgSqE6f/68taVh+fiIz4inGDTC6hocHAQin23JMUYnSS1GquhCRFZSNvBHqvpZZfdUxU1Q+byVVH6509InS/lf/QHwraq+Ftv/DvAfVX27sni9X1Vfb1FXqtRZU40tHXP9oc2subFw7DzV726agPl1S8eybXfC36IJdw7EaCd1No27+BHwEvBPEbFI/E3gbeBPIvJL4BrwixR1LUsyvTDHTWYxZbtPTmxhzu3bt2v2Q6RES2a03yzaSFqYY+e25Wznzp0DwsKczJIJJRtpF0tu2bIFgA0bNgDNH3a6aQZ2rOtj3fQrN44OiyUzTqaUbKRVdKxeIJoLbnZNNj9iaVdJx544cQKoj92TCEruMZlUspFW0Y1SapOW7aatayFfxRCU7IFMK9mlXV/dDt2+Ficoucf4VvJt4B5Q/86EpcMW6tu/R1W3JhXwamQAEfm7qv7A60kXkE7aH9yFB4KRPdALI5/uwTkXkrbb790nL0eCu/BAMLIHvBl5Kb7QWkR2icjfRGRURL4RkV9X9r8lIhMicrby93TTenz45KX6QuvKU/jtqvq1iGwAzgDPAM8Bd1X13TT1+FJy9YXWqvoAsBdaZxpVnVTVryvf/w+MUn5vdFv4MnKjF1q33dhe4mRPAbwqIv8QkWER6WtW1peRU73QOqu42VPA74H9wJPAJPDbZuV9GXnJvtC6UfaUqk6p6iNVLQF/oOwOE/Fl5K+AQRHZKyKrgOeBv3g6d8dUsqf+CIyq6u9i+7fHDnsWONesHi/LGZbwC62TsqdeEJEnKbu8ceCVZpWEYbUHwojPA8HIHghG9kAwsgeCkT0QjOyBYGQPfAdBnNTjAnz/LwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAFkAAABYCAYAAACeV1sKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAK/ElEQVR4nO2cb4hU1xnGf++Ou3FlF7eb1Z21/muMEv0QLJS24JdCKSlNIDXQpEpKA4INVLBYtVJRKlgQbCVCQFkxYMFQBUPaQMAPQRvzRWKTUGuN1WhiVlfXP7vbWTe67uzph5ln7twzO7Oruzmz6n1A1nPuveeeee9znvOe97z3mnOOBF8vaqrdgUcBiZEDIDFyACRGDoDEyAGQGDkAxmRkM/uxmZ0xs3NmtmG8OvWwwe7XTzazFPBf4EdAB/AhsMw595/x697DgUljuPa7wDnn3HkAM/sr8DxQ1shmNuwTNTMA9MBTqVTseDabrdgRXV9bW1uoGxgYiB2rr68HYHBwEIC7d+/G7jkSJk2aFLv+8ccfByCTyTA4OEg2m7Wy147qDsPjm8CXReUO4Hv+SWa2ElhZqSEZR4ZpaGiIHe/t7QUi4/tG1/XpdLpQd/HiRQAmT54MwKJFiwDo6uoC4Nq1awB89dVXFdsWWlpaYtc999xzABw5coQrV65U+nljMvJwT66EFs65dqAdIib7RpRx9UP7+vqGveG0adOAUsOsWrUKgObmZgAaGxvJZDJAZDT/AR47dgyAgwcPAjB16tRY27qXHpYMqRFx6NChQvsaFeUwlomvA5hVVJ4JXB5Dew8txjLxTSI38f0QuERu4lvunDtV7pra2lrX0tJSwoq6ujogYpHPOjFb5S1btgBw8+ZNAGbOnAnA9evXgZx+qm0fYn9PT0/hXIC2tjYANmzIOUnqoy8j6qtGTTqd5syZM/T394+/JjvnBs1sFXAYSAFvVDLwo4z7ZvJ93ayMJosdYqbYo79PPPEEAK+++ipAQW8bGxtj7aicyWRoamoC4Msvc3PzvHnzAPjiiy8o7oMY6ns0Gk39/f0A7NmzJ1Zf3Nfbt28zNDRUlsnJii8AgjJZmixI9zSzy1UrdsUg0klBbtT8+fMB6OzsBKIRUVdXx5QpU2J10mD5t2Kkr7W+p6PyjRs3AHj77bcBOH78OJCbVxImTwCMxU++b0jPxB4xePbs2bHy1q1bgUhrpadisNgpfdV5Z8+eLei4jomR/l8dP3z4MABLliwBIt1/7LHHYn1/+eWXAThx4gSQY7xWleWQMDkAquJdSO/ky8o/Fqtef/11IGKqdHP69OlA5Df7qzSNjK6urgKTz549G7vWP1d90L1Xr14NRKtInS9vRX3at28fkJsP+vr6GBwcTDS5mgiqyalUiqlTpxY02Y9R+DO5GCytVXBHZbGsuH3IeRDSbzFQrFebKvsarfN1D5/BYv7mzZsBWLNmDbdu3ar4uxMmB0BQJmezWXp7ewtsEJvEaGmxmCw2+asy/fU9B/nLTU1NBQaqLV2jFWBxnyBa2X388ccA7Ny5E4i02V9l6l43b94cMd6dMDkAgvvJ2Wy28OT9FZ90T2yRB+BDrDx1KhePkt+s+kwmU1jx+VE0xTB8+BFBjRLVt7a2AhHj1cdUKvW1xpMTjBJBmVxTU8OUKVNK/FyVxbY7d+4AEWukr/4uh+LIKguNjY0l8WRd6+unmLtx48ZYWSi3PaW+tba2cvly5b2KhMkBEJTJQ0NDMd9WrJg1a1bsPDFbbJSHoN0LMVfH1Y4Yn0qlSjTWHy2qf+WVV4BIczW6FG1TTEP6rwih2unu7k68i4mA4JpcX19fwqqlS5fGzhMjpXv+Lna5HWid19bWxvnz54HIv5W3oXOXL18OQHt7OxD5vYpxvP/++0CkyWK4vwJUxLDi7x7xjARjRlAmO+cYGBjgySefBODcuXMALFy4EChlbjns378fgGeffRaIWKaYSENDQ4HBfvTts88+A+DAgQNAxOAXXngBiJh69OjRWF+k4f78kE6nC7vk5RDcyNlslgsXLgDRtrpvVH/rx5ePl156CYi282Uoobe3t2RZrW2nGTNmAPD000/H7qUklg8++ACIZMV/8JIq3XOk7CFI5CIIqrKs9oe3nHm5UQppyg3T4sQPeYptxa4bQEdHR0EetGDRpClmv/vuuwDMmTMndryjoyNWv2DBAgBOnz4d63NxyLRcWpmQMDkAggftGxoaSp78pk2bAHjttddi9f5Wkb+Q8DdYNRm1tbWV6LTKYra2mRYvXgxELt4zzzwDRKPEb0f15YJXwyFhcgBUNWjvB+HFJkEegZgvVskrEYOl8WLZjRs3eOqpp4BIY/3tp7179wJRkH7Hjh1A5GUoJUyjRQk10mr1ob6+Ptl+mgioSnKLIOZpaaqZX/BDnzU1NbF6sUlleR3FG6nSdX/06BqlDvg+ux9e9UOc77zzDpDTZvWrHBImB8CITDazWcBfgDQwBLQ753aaWTNwAJgLfA686JzrHqEtJk+eXNBHrZbEImmw2KJNTyUpipXSx+LXF4oxMDBQYJ48DgV01LZWk2K8oOv8wJIYL5w8eRKAS5cujUuocxD4rXNuIfB94NdmtgjYALznnJsPvJcvJxgGIzLZOdcJdOb/nzGz0+TefHoe+EH+tH3AUeB3ldoyM1KpVMl6X96DfFelBijZT+yTroqdfsqsUrLS6XRBU3VMo8RPUpEXoljGp59+GuubdF7tSLO7u7sL5aGhoUo/+94mPjObC3wbOA605h8AzrlOM5te5prCK2YjZT8+rBh1wqGZNQD/AP7onHvLzHqcc01Fx7udc98YoQ2XSqVKVm7+FtGyZcuA6N07X3MFsdXf7Cx+nUHaKk3VufKf1bYSzbdv3x5rS9AokX9djOvXr3P37t2xJRyaWS1wCNjvnHsrX33VzNryx9uArtG09ShiNN6FAXuB0865HUWH/g78EtiW//u30dwwm82WbBf5iYN6gVHarKC4n2Diex/FAXY/WdF/6UdtrF+/Hohe5929ezcQabdGmWIe6rvOB0b0k0ejyUuAXwAnzeyTfN3vyRn3oJmtAC4CPxtFW48kqpIE7sPf4hGztf2+bt262HHB1+SrV68COd9W204+/BWgGKu/8os1AvztphUrVgCRPz179myuXLnCnTt3kiTwaqKqTPZfxCn3go5Yt23bNiCa6bXiE4rj1GK9tFO6rXppsg/55n6EcM2aNUCk7W+++SYAK1eupL+/v+KnGBImB0BVmSwmSid9L8N/aVLfrpBXoc8lSLOL01r91C35xfIEVK/Vp7yGXbt2AVFcWX30X4crnjfGxU9OMDZMCO/Cx9y5cwG4ffs2ELFNSTEqS4Ol4WLfcNCokKYqCue/7uu/9qbYhiKHet1XsY6enp7Eu5gIqOrOiA+xSprrxw/EVLFO7PIZ3NzcXGCsNFVln/V+ArmfPC7vRHFnxS40H2SzWdauXVvxdyVMDoDQmnwNuAVUztCb2GihtP9znHPTyl0Q1MgAZnbCOfedoDcdR9xP/xO5CIDEyAFQDSO3V+Ge44l77n9wTX4UkchFACRGDoBgRn4QP2htZrPM7IiZnTazU2a2Ol//BzO7ZGaf5P/9pGI7ITT5Qf2gdX4Xvs0595GZNQL/BH4KvAj0Oef+NJp2QjG58EFr59wAoA9aT2g45zqdcx/l/58BlD11Twhl5OE+aH3Pna0mvOwpgFVm9i8ze8PMKib1hDLyqD5oPVGRz546BPzGOfc/YBcwD1hMLk/wz5WuD2XkB/aD1sNlTznnrjrnss65IWAPOTksi1BG/hCYb2bfMrM64OfkMpAmNMplTyk9LY+lwL8rtRMkaP8Af9C6XPbUMjNbTE7yPgd+VamRZFkdAMmKLwASIwdAYuQASIwcAImRAyAxcgAkRg6A/wNxspzg1v4l3gAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAFkAAABYCAYAAACeV1sKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAK6klEQVR4nO2cf2hV5xnHP09iYiORxt9ef3bVQJ0iCmMbTGEwhsM/7IZdWQeCIDjKFMWAk1nKCi0t/hgGWiYZFrt2sA22wv7zj6Io/iF1xWZ20WmtGk00Ns54s0SvuXn3x73fe+55T+5NNNm5Uc8Xws055/11n/t9n/d5nvd5jznnSPD/RVWlB/A0IBFyDEiEHAMSIceARMgxIBFyDBiVkM3sR2Z23swumtmusRrUkwZ7VDvZzKqBfwM/BK4BnwKvOOf+NXbDezIwYRR1vw1cdM5dAjCzPwEvAiWFbGZD/qITJuSGkc1mARjuh6+qyk3A2tpaADKZTOj+wMBAcZ+hutXV1QAMDg6G+hquT/WlMer6wYMHZLNZBgcHrVTd0Qh5LtBedH0N+I5fyMw2A5vLNTR9+nQAbt++DQRCK4VJkyYBsHDhQgCuXLkCQH19PQA3btwolH3mmWeAQDhTp04FoLe3N9SXnuvTx5w5cwC4e/cuAAsWLCj09fXXX5cd72iEPNQvF6GDc64FaIEok2fPnh0qK5b51zNmzAACgTU0NACwfv36UPkHDx4AgSCL0d/fDwQsX7RoEQBHjx4F4KOPPgqVe/bZZwHo6ekBAuHOnDkz0vZwGM3Cdw2YX3Q9D+gYRXtPLEaz8E0gt/D9ALhObuH7uXPuizJ1HEBdXR0QnaJi7K1btwB44YUXAEin0wBs27YNCBiuT6kZ6cmGhoaC6lAZMbSvrw+AyZMnA3Dnzp3QGKWKNm/OaTi1ozH67a1du5bjx49z586dsdfJzrkBM9sCHAGqgffLCfhpxiMz+ZE6yzNZulj6TqwQw32mvvvuu0DAOp9Vsk60ADY2NkYWMDGys7MTCFgvaCFsbGwMlVM7r732Wqid4sUVwDlXksmJxxcDxhWTly9fDkBraysALS0tQNQ21fXNmzcBmDVrFhDMhP7+/kIZMa/UbFG57u5uILAexGRBOvzVV18N3S+y7RMmVxKxM7m6ujrCLt/KWLFiBQCbNm0K1ZdOlp2s8tOmTQMCx6Kjo4Nly5YBcO3aNSBgqM9cMfT5558H4OTJk0AwA2S5yG6WpbNv375Ce319fWSz2YTJlcRoPL5HQjabLehi36sSxGAxU/pTrq0YLZvW19mTJk0qWAsq41sLcsl1feHCBSDKfH3KdZb+lxXS2to6fKyl7NMEY4KKWBeCmCzGvv3220DAXLFRrPP1aLE1UVyvurq68EyQbhVz/ee6rzHJ6xTkKQrqq7m5mfb2du7du5fo5Eoidp0Mwcotps6dOxeIWhm+Vyb9KubrU+11dXUBkEqlCt6fz3rp2EuXLoXu61Ntvvnmm0CwPqRSqdDYtC589dVXJcOjQsLkGFARJvt68erVq0B0p0M4d+4cENiyiheLjcK8efOAnI6W7Xz58mUgymixX31JZ3/44YdAsMsiBque1gXFpefPn09HR/kIb8LkGBArk6uqqkI2rFboN954A4hG13ybVlaEvC7h/v37QNjaEEP9/UO/bUH3T506BeQYWtymoDHIXtZMKfu9hy2RYNSIlcnOOTKZTCSa5tum0r3andi/f3+oHT3XjFA7ql9fX1/QubJvZQ34s0h1X3/9dQBWr14d6ltQOel9tTMSJEyOAbEy2cyora2NxHr9PT7Zu2K8WCc9u27dOgA+/vhjIIg/a09w2rRpBQYrYif7WDp1y5YtQLDjLebW1NSEyvk76LIuZI2MBAmTY0CsTB4cHKS3t7dg5yr6JrbIapBNK5u1ra0NCFh54MABINhnk04XMpkM169fBwKdrNmiPtXmiRMnQnXF1FK72n4uyOLFi2lvb6ccYhWyAvZSAxqoBKAvpC/y0ksvAXD48GEgmMIStr64Hyqtq6srOCpaJGUGShX5wv3yyy+BwOTbtSuXP3nw4EEgIIBce+HixYvDfu9EXcSAioY6BW2Y+lNU12KXZoDvjCjgrg3ahoYGlixZAsDZs2dDZf2FzM+rU7DqyJEjhbaG6lOzr6mpiWw2m2ykVhoVcasFGfR+QNw3v6RHdd9noxis7amuri4+//xzIDD75B5PnDgRCFxxBXe0yK5ZswaApUuXhsZYKpxZV1cXGX/ke5d9mmBMUJFQp9ghZ0RpWE1NTUBgNfjWhu+UiEH37t0LXadSqUgoU0F8P/VVyeAbN24EgqRGrRM+k9WHAki1tbUFq6cUEibHgNidkaF+ddmaYonPQj9Fas+ePUDAYN/e7u7ujmxN+S66dLLGIydE8FMD9Fxrimz3mTNnJjp5PGBYJpvZfOAPwGxgEGhxzjWb2VTgz8BzwGXgZefcf4ZrL5vNFqwBucVilxih4ItYqK0epQzI6ti+fTsQuNliWTqdLjBPDJYdLB0rK0MeofqeMmUKEGw7+TNP7R07dmy4r1rASJg8ADQ555YA3wV+aWbfBHYBnzjnGoFP8tcJhsCwTHbOdQKd+f/TZtZG7uTTi8D388U+AI4BvyrXlplRU1MTSaCWLn3vvfeAIG6g+2KVrA55X35qrWZET09PgaGCvEIF3aWTteEqhkrPayb4YVl5n5qNmUwmEjvx8VALn5k9B6wETgGz8j8AzrlOMxvyWNBIjpg96RixkM2sHvgrsN05d9c/hFgKxUfMqqqqHES3/uWN+YwQ46WjleTns+v06dNAcLYunU4X7GKFQX3G+um2mhVvvfVWoQ0IdLKsjL179wLBcbe8bMrKYETWhZnVkBPwH51zf8vfvmlmqfzzFNA1kraeRgwbhbPcz/QBcNs5t73o/l6g2zn3Tv7w+lTn3M5h2nJQeltejBbblCqlcmKVrx8FtdvZ2VnQ47qnOoJSaZUCoKMU/vE3WSPaaNi5c2doLKtWreLMmTOk0+lRHTH7HrAB+KeZncnf+zXwDvAXM9sEXAV+OoK2nkrEGk+uqqpyNTU1kYRDX0f7DN+9ezcQeHbyAKU3Vb44wiad68c9pPf9nRJZE/4BTDFYbe/YsQMIrIuBgQE6Ojq4f/9+Ek+uJMbFzoif7OInvUhPitH+pqjK6b48QojGqv2kFD8Nq9hrhMBGVwqB+mhubgZy3ub58+fp6+tLmFxJVJTJ0nd+Iol/9Ez2r7/Sb9iwAYimBPT390cSyH2Uer5161YgelRCOlipYMXvz+jp6WFgYCBhciUxLnSyWKIV3d8B8XW2oOd+/UOHDhXScZXkIrbLiyx19FgQk1euXBlqW7EN2eg3btxIDkuOB4wLJgt+AqL/qhoxV/ayWKjPYkvBP7Dut6W4sQ7Bl7LRNYsUN1GEsNg73bFjBxcuXEiYXEnEzeRbwH+B8q+fGt+YTnT8C51zM0pViFXIAGZ22jn3rVg7HUM8yvgTdREDEiHHgEoIuaUCfY4lHnr8sevkpxGJuogBiZBjQGxCfhxfaG1m883sqJm1mdkXZrYtf/83ZnbdzM7k/9aWbScOnfy4vtA6vwufcs59ZmaTgX8APwZeBnqdc/tG0k5cTC680No5lwH0QutxDedcp3Pus/z/aUDZUw+FuIQ81AutH3qwlYSXPQWwxcxazex9M5tSrm5cQh7RC63HK/zsKeB3wCJgBbk8wf1lqscm5Mf2hdZDZU85524657LOuUHg9+TUYUnEJeRPgUYz+4aZ1QI/A/4eU9+PjHz21CGgzTn326L7qaJiPwHO+nWLEctxhsf4hdalsqdeMbMV5FTeZeAX5RpJ3OoYkHh8MSARcgxIhBwDEiHHgETIMSARcgxIhBwD/gdMecaq3QhBbAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Real:  0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x144 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correct\n"
+     ]
+    },
+    {
+     "data": {
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+       "<Figure size 72x72 with 1 Axes>"
+      ]
+     },
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+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
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+     "output_type": "stream",
+     "text": [
+      "Summary\n",
+      "Total images:  40\n",
+      "Predicted for:  40\n",
+      "Accuracy when predicted:  1.0\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
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+      ]
+     },
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+     "metadata": {},
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+    }
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